From 103c17b8bedf6436afa7d96844cff86bd38ec020 Mon Sep 17 00:00:00 2001
From: ZhouTimeMachine <99057383+ZhouTimeMachine@users.noreply.github.com>
Date: Mon, 8 Jan 2024 20:05:05 +0800
Subject: [PATCH] release hw5

---
 docs/csv/test.csv  |  159 ++++--
 docs/csv/train.csv | 1367 +++++++++++++++++++++-----------------------
 docs/hw5.md        |   24 +-
 3 files changed, 779 insertions(+), 771 deletions(-)

diff --git a/docs/csv/test.csv b/docs/csv/test.csv
index bf8c1ea..a6b5abd 100644
--- a/docs/csv/test.csv
+++ b/docs/csv/test.csv
@@ -1,41 +1,122 @@
-munna
-espurr
-espeon
-xerneas
-shinx
-camerupt
-wormadam-plant
-gigalith
-aerodactyl
-raticate
-volcanion
-bellsprout
-oricorio-baile
-hariyama
-pikipek
-ducklett
-galvantula
-tyranitar
-serperior
-graveler
-maractus
-blacephalon
-kecleon
-sandygast
-golduck
-masquerain
-phione
+meowstic-male
+crabominable
+gligar
+ribombee
+sharpedo
+starmie
+virizion
+milotic
+seadra
+delphox
+seviper
+tangrowth
+luxray
+salazzle
+chansey
+butterfree
+heatmor
+morelull
+nidorino
+kricketot
+spheal
+blastoise
+togedemaru
+golisopod
+bouffalant
+stunky
+magneton
+pheromosa
+darumaka
+joltik
+eevee
+abomasnow
+ampharos
+solrock
+ponyta
+alakazam
+nosepass
+bulbasaur
+qwilfish
+slugma
+regirock
+lombre
+zebstrika
+lurantis
+mienfoo
 pansear
-huntail
-scizor
-cacnea
-clauncher
-reshiram
-passimian
-snorlax
-swirlix
-skiddo
-rhydon
-stoutland
+infernape
+chinchou
+furret
+ursaring
+froslass
+barbaracle
+slowpoke
+arcanine
+sandslash
+phione
+omastar
+politoed
+tyrunt
+pangoro
+scatterbug
+blacephalon
+flygon
+wobbuffet
+grotle
+salandit
+shieldon
+luxio
+dedenne
+ditto
+mawile
+articuno
+beartic
+zekrom
+swadloon
+klink
+elgyem
+bastiodon
+jellicent
+trumbeak
+poliwhirl
+kabutops
+simipour
+yamask
+ferrothorn
+uxie
+cherubi
+gurdurr
 slowking
-electivire
+porygon2
+carvanha
+chingling
+makuhita
+braviary
+seel
+talonflame
+melmetal
+genesect
+nidoking
+shiinotic
+celesteela
+braixen
+goldeen
+latias
+buneary
+kommo-o
+jumpluff
+tepig
+claydol
+clefable
+krokorok
+nihilego
+trevenant
+aipom
+bronzor
+dhelmise
+dragonite
+pachirisu
+rufflet
+cosmoem
+tapu-bulu
+tornadus-incarnate
diff --git a/docs/csv/train.csv b/docs/csv/train.csv
index 19b01a4..62c68a1 100644
--- a/docs/csv/train.csv
+++ b/docs/csv/train.csv
@@ -1,768 +1,687 @@
-chimecho
-brionne
-taillow
-entei
-snubbull
-tentacool
-sawk
-ninjask
-comfey
-sunkern
-wigglytuff
-wishiwashi-solo
-sharpedo
-quagsire
-hitmonchan
-manaphy
-slowbro
-diglett
-turtonator
-seadra
-chespin
-rayquaza
-pupitar
-charmander
-kyurem
-budew
-squirtle
-jolteon
-skiploom
-tapu-koko
-starly
-shieldon
-krabby
-zygarde-50
-spoink
-tranquill
-reuniclus
+corphish
+grovyle
 pancham
-goomy
-marill
-dewott
-cottonee
-kirlia
-mantyke
-slugma
-morelull
-regirock
+samurott
+dustox
+deerling
+rayquaza
+clamperl
+sewaddle
+tentacool
+pinsir
+blaziken
+surskit
 natu
-larvitar
-arcanine
-rapidash
-steenee
-throh
-duosion
-pikachu
+stoutland
+poipole
+golduck
+staravia
+frogadier
+poliwag
+piloswine
+salamence
+numel
+zweilous
+lairon
+vigoroth
+paras
+hitmonlee
+latios
+gastly
+krabby
+sawk
 linoone
-shellos
-solgaleo
-whismur
-togepi
-manectric
-staryu
-tepig
+exeggcute
+pawniard
+pansage
+giratina-altered
+jirachi
+flabebe
+hippopotas
+mantyke
+snivy
+raichu
 mudsdale
-toxapex
-boldore
-vanilluxe
-landorus-incarnate
-ampharos
-tapu-fini
-incineroar
-bewear
-shroomish
-croagunk
-charizard
-excadrill
-pidgey
-tynamo
-crustle
-regigigas
-groudon
-sliggoo
-drilbur
-mawile
-shedinja
-dodrio
-oshawott
-illumise
-hoopa-confined
-lombre
-rotom
-sawsbuck
-spritzee
-larvesta
-swellow
-meltan
-togetic
-skuntank
-mienshao
-noivern
-timburr
-stunky
-pumpkaboo-average
-snover
-dragalge
-petilil
-bidoof
-mimikyu
-furfrou
-vespiquen
-avalugg
-deoxys-normal
-grubbin
-floette
-cubchoo
-yanmega
-vaporeon
-gastly
-watchog
+panpour
+skitty
 ledian
-solosis
-golurk
-glalie
-dedenne
-simipour
-medicham
+victreebel
+zorua
+probopass
+hypno
+wormadam-plant
+phantump
+vibrava
+carracosta
+spoink
+magmortar
+nidoran-m
+horsea
+tynamo
+growlithe
+jigglypuff
+haunter
+tropius
+durant
+tyrantrum
+swirlix
+grumpig
+regice
+fletchinder
+golett
+porygon
+shroomish
+audino
+kricketune
+poochyena
+venipede
+delibird
+whismur
+tirtouga
+dragonair
 empoleon
-geodude
-volcarona
+wailmer
+munna
+shelmet
+diggersby
+palpitoad
+landorus-incarnate
+zapdos
 cascoon
-fraxure
-spearow
+bruxish
 komala
-rowlet
-pidove
-scrafty
-musharna
-poochyena
-swampert
-forretress
-lugia
-talonflame
-swanna
-amoonguss
-weezing
-pelipper
-nihilego
-poliwrath
-meloetta-aria
-altaria
-cleffa
-kyogre
-phantump
-dhelmise
-grotle
-qwilfish
-feebas
-furret
-ribombee
-araquanid
-lickitung
-electrike
-claydol
-nidorino
-mantine
-drifblim
-quilava
-tsareena
-shellder
-meowstic-male
-numel
-finneon
-bonsly
-yungoos
-purrloin
-abomasnow
+gastrodon
 ariados
-miltank
+araquanid
+minccino
 baltoy
-ditto
-buneary
-bellossom
-clefable
-krookodile
-gengar
-snivy
-beldum
-drowzee
-burmy
-flabebe
-duskull
-leavanny
-cosmoem
-treecko
-spinarak
-blastoise
-combusken
-sandshrew
-azurill
-jellicent
-sealeo
-kabuto
-genesect
-celesteela
-cubone
-braviary
-silcoon
-wurmple
-arbok
-naganadel
-alomomola
-clamperl
-zorua
-castform
-plusle
-hypno
-shelgon
-skrelp
-decidueye
-persian
-dugtrio
-abra
-golisopod
-servine
-weavile
-onix
-drampa
-carnivine
-aipom
-sewaddle
-dusclops
-blaziken
-kingler
-relicanth
-liepard
-cloyster
-chinchou
-emboar
-sableye
-parasect
-popplio
-fennekin
-murkrow
-dartrix
-dusknoir
-magmar
-elgyem
-yanma
-garbodor
-hitmontop
-rattata
-corphish
-gardevoir
-sandile
-necrozma
-type-null
-banette
-lickilicky
-roggenrola
-bayleef
-meowth
-foongus
-voltorb
+rapidash
+marowak
+geodude
+archen
+azumarill
 noctowl
-carbink
-victreebel
-cresselia
-chikorita
-magmortar
-pangoro
-cinccino
-melmetal
-sunflora
-grumpig
-trevenant
-swalot
-pawniard
-roselia
-cyndaquil
+toxicroak
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+hippowdon
+rotom
+ludicolo
+zygarde-50
+vaporeon
+koffing
+nidoqueen
+goodra
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+floatzel
+larvitar
+delcatty
+ivysaur
+mankey
+incineroar
+togetic
+quilladin
 dewgong
-omastar
-vivillon
-greninja
-lanturn
+vullaby
+kirlia
 glameow
-raikou
-shuppet
-poipole
-krokorok
-metang
-spewpa
-nidoran-f
-salamence
-buzzwole
-shiinotic
-beedrill
-granbull
-kakuna
-uxie
-kricketune
-amaura
-salazzle
-shiftry
-zubat
-ekans
-yveltal
-xurkitree
+snover
+crabrawler
+chikorita
+mismagius
+chandelure
+sableye
+smoochum
 lucario
-kangaskhan
-probopass
-gothorita
-trubbish
-hakamo-o
-skitty
-whiscash
-umbreon
-malamar
-ursaring
-wynaut
-toxicroak
-dratini
-monferno
-pignite
-scyther
-thundurus-incarnate
-mareep
-latias
-stakataka
-magby
-lopunny
-zebstrika
-heracross
-kingdra
-luvdisc
-honedge
-flareon
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-sigilyph
-gogoat
-glaceon
-stufful
-marshtomp
-venomoth
-gorebyss
+lunatone
+celebi
+barboach
+oddish
+weedle
+kadabra
+mandibuzz
+gloom
+amoonguss
+crawdaunt
+purugly
 zeraora
-cobalion
-woobat
-rufflet
-cryogonal
-magearna
-swadloon
+kingler
+espurr
+garchomp
+riolu
+drifloon
 breloom
-cherrim
-doublade
-tapu-lele
-aromatisse
-florges
-tyrogue
-eelektross
-machop
-zapdos
-croconaw
-lampent
-clawitzer
-golem
-simisage
+unown
 tangela
-nuzleaf
-haxorus
-happiny
-anorith
-dwebble
+leafeon
+grimer
+goomy
+kartana
+machop
+bibarel
+zoroark
+budew
+karrablast
+rhydon
+cloyster
+lopunny
+servine
+hitmonchan
+sylveon
+torracat
+spewpa
+oshawott
+unfezant
+treecko
+buizel
+furfrou
+weepinbell
+rhyhorn
+chimecho
+vulpix
+zangoose
+snubbull
+lugia
+misdreavus
+ambipom
+duskull
+honedge
+lycanroc-midday
+gourgeist-average
+arbok
+togepi
+scolipede
+kakuna
+larvesta
+huntail
+gyarados
+jynx
+persian
 shaymin-land
-slurpuff
-munchlax
-snorunt
-venonat
-swoobat
-solrock
-rockruff
-azelf
-torterra
+slakoth
+skuntank
+sunkern
+mienshao
+amaura
+metapod
+jolteon
+roggenrola
+hitmontop
+beheeyem
+feebas
+pidgeotto
+hawlucha
+lunala
 archeops
+magmar
+charmander
+igglybuff
+wingull
+fletchling
+golbat
+charjabug
+mimikyu
+duosion
+aerodactyl
+tympole
+forretress
 volbeat
-noibat
-zigzagoon
-gible
-delphox
-diggersby
-swinub
-rhyhorn
-magnezone
-giratina-altered
-remoraid
-prinplup
-octillery
-lapras
-crawdaunt
-meganium
-seedot
-seel
-elekid
-zangoose
-butterfree
-tyrunt
-togekiss
+groudon
+dugtrio
+regigigas
+pichu
+volcarona
+wurmple
+bellsprout
+cubone
+ledyba
+rattata
+dusclops
+skiddo
+yanmega
+guzzlord
+toxapex
+trubbish
+quilava
+inkay
+lotad
+croagunk
+liepard
+escavalier
 caterpie
-suicune
-cradily
-typhlosion
-heatmor
-exeggcute
-lilligant
-porygon2
-wailmer
-flygon
-raichu
+croconaw
+brionne
+doduo
+loudred
+cinccino
+swinub
+scraggy
+tranquill
+clawitzer
+abra
+cacturne
 mr-mime
-klefki
-makuhita
-unfezant
-primeape
-heatran
-delcatty
-steelix
+comfey
+starly
+vanillish
+wailord
+mesprit
+staraptor
+ekans
+cradily
+nidorina
+sunflora
+castform
+tyrogue
+purrloin
+florges
+heliolisk
+cobalion
+sliggoo
+aron
+carbink
+solosis
+spiritomb
+bewear
+kabuto
+swampert
+totodile
 metagross
-chesnaught
-wooper
-cacturne
+frillish
+simisage
+slowbro
+typhlosion
+cosmog
+swoobat
+drampa
+espeon
+shelgon
+pidgey
+grubbin
 combee
-terrakion
-bounsweet
-politoed
-palkia
-vullaby
-litleo
-trumbeak
-panpour
-wartortle
-gallade
-meditite
-braixen
-ninetales
-weedle
-chandelure
-cranidos
-phanpy
-gulpin
-dragonair
-delibird
-aurorus
+druddigon
+mantine
+gigalith
+happiny
 magnemite
-carvanha
-quilladin
-bagon
-klinklang
-corsola
-silvally
-trapinch
-nidoqueen
-crabrawler
-jumpluff
+skarmory
+skorupi
+plusle
+kangaskhan
+pikipek
+moltres
+reshiram
+greninja
+lillipup
+cresselia
+taillow
+electabuzz
+chespin
+bonsly
+ferroseed
+poliwrath
+mightyena
+dewott
+gothorita
+burmy
+palossand
+gulpin
+weavile
+anorith
+clauncher
+litwick
+garbodor
 stantler
-smeargle
-metapod
-hoothoot
-deerling
-mothim
-loudred
+eelektrik
+wimpod
+rowlet
+hariyama
+voltorb
+naganadel
+squirtle
+basculin-red-striped
+aromatisse
+stufful
+accelgor
+heracross
+wigglytuff
+yungoos
+registeel
+spinarak
+vanilluxe
+kyurem
+oranguru
+wooper
+haxorus
+seismitoad
+vespiquen
+ducklett
+petilil
+scyther
+ho-oh
+umbreon
 gothita
-vulpix
-skorupi
-jynx
-archen
-drifloon
 pyroar
-magikarp
-turtwig
-absol
-igglybuff
-staravia
-scolipede
-patrat
-bastiodon
-kartana
-armaldo
-beartic
-eevee
-porygon-z
-teddiursa
-exploud
+pikachu
+darmanitan-standard
+floette
+watchog
+exeggutor
+torchic
+jangmo-o
+crustle
+masquerain
+graveler
+dialga
+deoxys-normal
+minior-meteor
+type-null
 bergmite
-drapion
-chingling
-dewpider
-goodra
-bisharp
-ivysaur
-doduo
-hawlucha
-celebi
-unown
-sylveon
-basculin-red-striped
-cherubi
-minccino
-marowak
-vibrava
-lumineon
-vigoroth
+walrein
 donphan
-escavalier
-chansey
-gligar
-mamoswine
-pinsir
-pheromosa
-venusaur
-stunfisk
-mankey
-wailord
-nincada
-accelgor
-ledyba
-druddigon
-garchomp
-ferrothorn
-conkeldurr
-pyukumuku
-milotic
-gurdurr
-spiritomb
-mismagius
-seviper
-binacle
+alomomola
+spritzee
+xerneas
+ninjask
+phanpy
+drowzee
+excadrill
+miltank
+zubat
+bayleef
+psyduck
+corsola
+eelektross
+raikou
+heatran
+yveltal
+slaking
+slurpuff
+smeargle
+emolga
+armaldo
+sealeo
+diancie
+mime-jr
+lumineon
+xatu
+lileep
+mew
+remoraid
+turtonator
+noivern
+magnezone
+glaceon
+tauros
+pignite
+exploud
+clefairy
+shellos
 beautifly
-sudowoodo
-virizion
-guzzlord
-klink
+luvdisc
+shuppet
+shiftry
+terrakion
+reuniclus
+hoopa-confined
+nincada
+onix
+dwebble
+banette
+snorunt
+sigilyph
+absol
+pelipper
+doublade
+bunnelby
+seedot
+tyranitar
+electrode
+keldeo-ordinary
+tapu-fini
+xurkitree
+kingdra
+togekiss
+solgaleo
+chatot
+wynaut
+medicham
+whimsicott
+monferno
+vivillon
+thundurus-incarnate
+hoppip
+hakamo-o
+cubchoo
+lilligant
+vileplume
+meditite
+magearna
+roselia
+manectric
+silcoon
+sawsbuck
+cleffa
+metang
+simisear
+torterra
+houndour
+galvantula
+decidueye
+machoke
 chimchar
-gumshoos
-gastrodon
-piloswine
-smoochum
-emolga
-minun
-poliwag
-infernape
-kricketot
-fearow
-karrablast
-darumaka
+froakie
+oricorio-baile
 rampardos
-cosmog
-gyarados
-scraggy
-seismitoad
-porygon
-venipede
-electrode
-inkay
+snorlax
+turtwig
+dartrix
+wartortle
+magcargo
+passimian
+munchlax
+sandshrew
+helioptile
+granbull
+manaphy
+sudowoodo
+bisharp
+swellow
+shedinja
+venomoth
+pumpkaboo-average
+pupitar
+dodrio
+binacle
+muk
+camerupt
+tsareena
+machamp
+flaaffy
+steelix
+cofagrigus
+combusken
+illumise
+octillery
+shuckle
+aegislash-blade
+cutiefly
+gabite
+hoothoot
+maractus
+wishiwashi-solo
+conkeldurr
+pidove
+mudkip
+swalot
+leavanny
+cranidos
+omanyte
+sceptile
+noibat
+nuzleaf
+gorebyss
+seaking
+golurk
+torkoal
+bellossom
+weezing
+elekid
+tapu-lele
+throh
+ninetales
+vikavolt
+dewpider
+azelf
+foongus
+raticate
+litleo
+mewtwo
+krookodile
+primeape
+steenee
+lanturn
+parasect
+porygon-z
+lickilicky
+nidoran-f
+herdier
+chesnaught
+blissey
+altaria
+magikarp
+diglett
+cacnea
+silvally
+tapu-koko
+buzzwole
+bounsweet
+farfetchd
+sneasel
+rockruff
+blitzle
+scrafty
+drilbur
+serperior
+arceus
+shinx
+fennekin
+meowth
+bronzong
+mudbray
+gardevoir
+staryu
+meganium
+hydreigon
+patrat
+yanma
+axew
+tentacruel
+meloetta-aria
+dusknoir
+kecleon
+sandile
+entei
+drifblim
+klinklang
 gliscor
-mareanie
-buizel
-mightyena
-bronzong
-luxray
+quagsire
+trapinch
+marshtomp
+beedrill
+crobat
+piplup
+necrozma
+stakataka
+fraxure
+mothim
+magby
+victini
 whirlipede
-beheeyem
+woobat
+houndoom
+charizard
+emboar
+sandygast
 spinda
-mime-jr
-dialga
-charmeleon
-azumarill
-houndour
-barbaracle
-jangmo-o
-grovyle
-darmanitan-standard
-wingull
-tropius
-zekrom
+honchkrow
+venusaur
+ralts
 darkrai
-tirtouga
-sceptile
-ambipom
-pachirisu
-totodile
-tyrantrum
-xatu
-piplup
-slakoth
-swablu
-torracat
-palpitoad
-deino
-surskit
-lunala
-jigglypuff
-weepinbell
+marill
+venonat
+girafarig
+aurorus
+popplio
+fearow
+primarina
+mamoswine
+swanna
+electrike
+kyogre
+gothitelle
+cyndaquil
 litten
-mudbray
-slaking
-wimpod
-audino
-grimer
-houndoom
-bruxish
-koffing
-articuno
-pansage
-ferroseed
-hydreigon
-fletchinder
+dratini
+mareep
+gible
+feraligatr
 klang
-jirachi
-alakazam
-oranguru
-zweilous
-barboach
-whimsicott
-nidoran-m
-litwick
-shuckle
-magcargo
-aggron
-mesprit
-vanillite
-electabuzz
-lunatone
-fletchling
-sentret
-mudkip
-psyduck
-kadabra
-minior-meteor
+bidoof
+lapras
+scizor
+marshadow
+zigzagoon
+drapion
+swablu
+fomantis
+suicune
+klefki
+musharna
+avalugg
 pidgeot
-torkoal
-keldeo-ordinary
+boldore
+skiploom
+cottonee
+relicanth
+glalie
+prinplup
+volcanion
+mareanie
+spearow
+gumshoos
+gallade
+cherrim
 dunsparce
-froslass
-vikavolt
-bouffalant
-palossand
-golett
-samurott
-marshadow
-lillipup
-exeggutor
-hoppip
-durant
-gabite
-gourgeist-average
-eelektrik
-machoke
-slowpoke
-misdreavus
-spheal
-primarina
-floatzel
-yamask
-oddish
-feraligatr
-pidgeotto
-mew
-clefairy
-flaaffy
-helioptile
-joltik
-starmie
-lycanroc-midday
-bulbasaur
-hippowdon
-registeel
-wobbuffet
-dragonite
-haunter
-scatterbug
-ho-oh
-hitmonlee
-regice
-charjabug
-vanillish
-axew
-mienfoo
-pineco
-luxio
-honchkrow
-diancie
-arceus
-crobat
-lairon
-cutiefly
-poliwhirl
+pyukumuku
+teddiursa
+gengar
+charmeleon
+aggron
+carnivine
+timburr
+stunfisk
+dragalge
+deino
 roserade
-lotad
-gloom
-hippopotas
-shelmet
-torchic
-chatot
-gothitelle
-walrein
-nidoking
-aegislash-blade
-crabominable
-simisear
+finneon
+palkia
+pineco
+vanillite
+whiscash
 toucannon
-tornadus-incarnate
-muk
-bibarel
-paras
-ralts
-frogadier
-fomantis
-goldeen
-nidorina
-horsea
-skarmory
-tapu-bulu
-dustox
-togedemaru
-tentacruel
-carracosta
-magneton
-sneasel
-staraptor
-seaking
-salandit
-tympole
-nosepass
-blitzle
-riolu
-golbat
-lurantis
-heliolisk
-tangrowth
-purugly
-froakie
-victini
-ludicolo
-girafarig
-kabutops
-bunnelby
-frillish
-mandibuzz
+lickitung
+golem
+minun
+azurill
+shellder
+skrelp
+electivire
+murkrow
+cryogonal
+bagon
 rhyperior
-ponyta
-vileplume
-tauros
-bronzor
-lileep
-leafeon
-cofagrigus
-pichu
-omanyte
-latios
-herdier
-sandslash
-mewtwo
-aron
-blissey
-growlithe
-zoroark
-farfetchd
-kommo-o
-moltres
+gogoat
+malamar
+beldum
+sentret
+lampent
diff --git a/docs/hw5.md b/docs/hw5.md
index 6044a1c..0e31b68 100644
--- a/docs/hw5.md
+++ b/docs/hw5.md
@@ -2,8 +2,6 @@
 
 # HW5: Learning CNN++
 
-!!! warning "该实验尚未正式发布，实验内容随时可能变化"
-
 ## 实验简介
 
 - [Kaggle](https://zh.wikipedia.org/wiki/Kaggle)：谷歌旗下的数据科学竞赛平台，有开放的比赛、数据集、模型、讨论等，用户可以参与比赛打榜、获取数据集练习、分享自己模型与经验
@@ -53,10 +51,18 @@
 
 ### 训练集-测试集划分
 
-对于训练集和测试集划分，使用统一的 [train.csv](csv/train.csv) 和 [test.csv](csv/test.csv)，分别包含 768 只和 41 只宝可梦。
+对于训练集和测试集划分，使用统一的 [train.csv](csv/train.csv) 和 [test.csv](csv/test.csv)，分别包含 687 只和 122 只宝可梦。
 
 不允许使用别的训练集、测试集设置，不必引入交叉验证集。
 
+### 测试集泄露
+
+- 要求的训练集含 687 只宝可梦，测试集含 122 只宝可梦
+- 测试集泄露指使用训练集和测试集全部数据（共 809 只宝可梦）进行训练
+- 而正确的操作是不应该泄露测试集，只根据训练集 687 只宝可梦进行训练
+
+如果测试集泄露，理论上可以让模型“记住”测试集的数据，从而达到神乎其神的 100% 测试准确率，而这显然是不对的。
+
 ## 实验任务与要求
 
 !!! warning "不允许直接使用各种深度学习开发工具已训练好的网络结构与参数"
@@ -66,22 +72,24 @@
 
 ### 实验要求
 
-基本要求包括：
+**基本要求**包括：
 
 1. 使用 PyTorch 自己设计 CNN，**自己训练**完成 [Pokemon Image Dataset](https://www.kaggle.com/datasets/vishalsubbiah/pokemon-images-and-types/data) 上的精灵宝可梦类型预测任务
 > 可以自己设计 CNN，可以参考案例中的 CNN，也可以修改 LeNet 等结构，但是不允许使用预训练参数，必须从头训练
-1. 应用**数据增广**方法
-2. **调整超参数**进行对比实验，对测试集上的准确率等实验结果进行**比较分析**
-3. 要求给出使用当前训练集、测试集划分配置（768 + 41）在测试集上的准确率，并给出将全部数据进行训练（测试集泄露）后在测试集上的准确率，进行对比分析
+2. 应用**数据增广**方法
+3. **调整超参数**进行对比实验，对测试集上的准确率等实验结果进行**比较分析**
+4. 要求在测试集泄露和不泄露两种情况下进行训练，在测试集上进行测试对比
 
 > 点击下载要求的训练集、测试集划分配置：[train.csv](csv/train.csv) 和 [test.csv](csv/test.csv)
 
-扩展要求为尝试采用不同的网络结构应用于该任务，进行实验与比较。实验基础知识部分提供了一些可以参考的思路。
+**扩展要求**为尝试修改网络结构甚至采用新的架构应用于该任务，进行实验与比较。实验基础知识部分提供了一些可以参考的思路。
 
 ### 提交要求
 
 **截止时间：2024 年 1 月 24 日上午**，详见[学在浙大](https://courses.zju.edu.cn)
 
+!!! warning "大家特别注意：ddl 之后马上要批改并提交总成绩，所以若 ddl 前没能提交该作业将按零分计算"
+
 你需要提交：
 
 1. 全部代码