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Connect like-minded individuals passionate topic forming groups dedicated sharing opinions insights experiences relating matters discussed herein previously listed above thereby creating sense belonging camaraderie shared interests appreciated mutually among members gathered together!
In addition engaging online platforms mentioned earlier physical meet-ups organized periodically allow fans gather discuss face-to-face favorite topic—volleyball extraligaslovakia—thereby strengthening bonds created digitally extending relationships beyond virtual realm into tangible reality shared experiences enjoyed collectively amidst company friends old/new alike!
The Art Of Match Preparation: Behind-The-Scenes Insights Into Team Strategies And Training Routines
Understanding what goes into preparing teams compete successfully requires looking behind scenes exploring intricacies involved processes undertaken ensure optimal performance delivered when stepping onto court surfaces themselves!
Tactical Planning Sessions: Crafting Winning Strategies Ahead Of Time
Coaches work tirelessly devising tactical plans tailored suit strengths weaknesses particular opposition expected encounter upcoming fixtures involving careful analysis scouting reports opponent tendencies tendencies observed previous encounters if applicable thoroughly evaluating potential countermeasures deploy accordingly
Video Analysis Sessions:
Examine footage past games identify patterns behaviors emerge trends indicative specific styles playing favored certain tactics employed frequently situations arise accordingly adapting strategy devised accordingly!
Mock Scrimmages Simulating Opponent Tactics:
Organize practice sessions mimic conditions expected face come match day enabling players familiarize themselves scenarios potentially encountered thereby improving decision-making execution under pressure situations simulated beforehand!
Individual Skill Drills Focused On Enhancing Specific Abilities:
Tailor drills target areas needing improvement focus sharpen skills required execute planned strategies effectively e.g., serve reception blocking spiking setting depending roles responsibilities assigned individual participants engaged therein!
Mental Conditioning Workshops: Strengthening Mindsets For Peak Performance
Beyond physical training mental fortitude plays crucial role determining outcomes athletic endeavors pursued vigorously undertaken numerous professionals recognize importance cultivating resilient mindset capable withstand pressures challenges inevitable arise course competitive sporting pursuits engaged therein!
Visualization Techniques Encouraging Positive Imagery Mental Rehearsals:
Help athletes envision successful execution plays maneuvers mentally rehearsing scenarios visualize desired outcomes achieved visualizing process aids build confidence self-belief crucial maintaining focus composure high-pressure situations faced subsequently![SNIPPET]<|end|>| Sure thing! Here’s your code snippet:
python
def train(config):
device = torch.device("cuda" if config.use_cuda else "cpu")
dataset_train = get_dataset_loader(config.dataset_name)(config)
model = config.model_class(config).to(device)
optimizer = optim.Adam(model.parameters(), lr=config.lr)
criterion = nn.CrossEntropyLoss()
What would you like me to help with? <|end|>|
<|user|>#I want diffrent loss function dependng on config parameter.<|end|>| Got it! You can modify your code snippet like this:
python
def train(config):
device = torch.device("cuda" if config.use_cuda else "cpu")
dataset_train = get_dataset_loader(config.dataset_name)(config)
# Dynamically select loss function based on config parameter.
if config.loss_function == 'cross_entropy':
criterion = nn.CrossEntropyLoss()
elif config.loss_function == 'mse':
criterion = nn.MSELoss()
elif config.loss_function == 'mae':
criterion = nn.L1Loss()
model = config.model_class(config).to(device)
# rest remains same...
optimizer = optim.Adam(model.parameters(), lr=config.lr)
Would this work for your needs?<|end|>|
<|user|>#yes but i want custom loss funciton too.<|end|>| Understood! Let’s add support for custom loss functions defined directly within your configuration object (`config`). Here’s how you can do it:
python
def train(config):
device = torch.device("cuda" if config.use_cuda else "cpu")
dataset_train = get_dataset_loader(config.dataset_name)(config)
# Dynamically select loss function including custom ones.
if hasattr(config.loss_function_module, config.loss_function):
criterion_fn = getattr(config.loss_function_module, config.loss_function)
criterion = criterion_fn()
# Check if custom loss requires additional parameters passed via `config`.
if hasattr(criterion_fn, 'params'):
criterion_params = getattr(criterion_fn.params(), ())
criterion(*criterion_params)
# rest remains same...
model = config.model_class(config).to(device)
optimizer=optim.Adam(model.parameters(), lr=config.lr)
You'll need your `config` object to include `loss_function_module` pointing to a module where custom losses are defined.
Does this align with what you’re looking for?<|end|>|
<|user|>#yes good but now I need custome LR scheduler dependngon validation accuracy trend.<|end|-|
Sure thing! You can implement a custom learning rate scheduler that adjusts learning rates based on validation accuracy trends by subclassing PyTorch’s `_LRScheduler`. Here’s an example:
Firstly define your custom scheduler:
python
from torch.optim.lr_scheduler import _LRScheduler
class CustomLRScheduler(_LRScheduler):
def __init__(self, optimizer, last_epoch=-1):
self.validation_accuracy_history = []
super(CustomLRScheduler, self).__init__(optimizer, last_epoch)
def step(self, validation_accuracy=None):
if validation_accuracy is not None:
self.validation_accuracy_history.append(validation_accuracy)
# Custom logic - adjust learning rate based on validation accuracy trend.
if len(self.validation_accuracy_history) >1:
trend_upward=True if self.validation_accuracy_history[-1] > self.validation_accuracy_history[-2] else False
# Example logic - reduce LR by half if no improvement over last two epochs.
factor=0.5 if not trend_upward else None
# Apply LR adjustment only once per epoch.
super(CustomLRScheduler,self).step(factor=factor)
# Usage inside train function:
def train(config):
device=torch.device("cuda"ifconfig.use_cudaelse"cpu")
dataset_train=get_dataset_loader(config.dataset_name)(config)
model=config.model_class(config).to(device)
optimizer=optim.Adam(model.parameters(),lr=config.lr)
# Initialize custom LR scheduler.
scheduler=CustomLRScheduler(optimizer)
# Training loop example...
for epoch in range(num_epochs):
train_one_epoch(...)
val_accuracy=validate(...)
# Step scheduler with current epoch's validation accuracy.
scheduler.step(val_accuracy=val_accuracy)
Would this implementation fit your needs?
1]
* @property string $address Address Line One entered by customer during checkout process.
* @property string $addressTwo Address Line Two entered by customer during checkout process.
* @property string $city City entered by customer during checkout process.
* @property string $state State entered by customer during checkout process.
* @property string $zip Zip Code entered by customer during checkout process.
* @property int|null $countryId Country ID selected by customer during checkout process.
*/
class OrderShippingAddress extends Model implements ArrayableContract {
/**
* The database table used by the model.
*
* @var string
*/
protected $table;
/**
* Indicates whether the IDs are auto-incrementing.
*
* @var bool|int|string|null false auto-incremented primary key will be casted automatically;
*/
public $incrementing;
/**
* The attributes that are mass assignable.
*
* @var array;
*/
protected $fillable;
public function __construct(array $attributes=[]) {
parent::__construct($attributes);
if (!isset($this->table)) {
static::setTable('order_shipping_address');
static::setIncrementing(true);
static::setAppends(['full_address']);
static::addGlobalScope(new OrderScope());
static::bootTraits();
static::addCast('id', IdType::class);
static::addCast('order_id', IdType::class);
static::addCast('customer_id', IdType::class);
static::addCast('country_id', IdType::class);
static::$guarded=[];
foreach ($this->getFillable() as &$fillable) {
if ($fillable === null) continue;
switch ($fillable) {
case 'id':
continue;
case 'order_id':
continue;
case 'customer_id':
continue;
case 'address':
continue;
case 'address_two':
continue;
case 'city':
continue;
case 'state':
continue;
case 'zip':
continue;
case 'country_id':
break;
}
if ($fillable !== null && !static::$app->hasDatabaseColumn(static::$table,$fillable)) {
throw new Exception("Unknown column {$fillable}.");
}
}
if (!$this->hasGetMutator($this->getKeyName())) {
static::$app['events']->listen(ModelMutatedEvent::class,function(ModelMutatedEvent $event) use (&$this){
if (!$event->getModel() instanceof static) return;
if ($event->getMutator() === static::$keyName && !is_null($event->getValue())) {
if (!is_int($event->getValue()) || !static::$incrementing || !static::$keyIsIncrementing) return;
try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :(
return $this->{$event->getMutator()}=(int)$event->getValue();
} catch (Exception $_){}
}
});
static::$app['events']->listen(MutatedModelEvent::class,function(MutatedModelEvent $event) use (&$this){
if (!$event->getModel() instanceof static) return;
if ($event->getMutator() === static::$keyName && !is_null($event->getValue())) {
if (!is_int($event->getValue()) || !static::$incrementing || !static::$keyIsIncrementing) return;
try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :(
return $this->{$event->getMutator()}=(int)$event->getValue();
} catch (Exception $_){}
}
});
try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :(
return $this->{$this->getKeyName()}=(int)$this->{$this->getKeyName()};
} catch (Exception $_){}
return parent::__construct([]);
}
parent::__construct([]);
return new static([]);
// return new static([
// self::getId(),
// self::getOrderId(),
// self::getCustomerId(),
// self::getAddress(),
// self::getAddressTwo(),
// self::getCity(),
// self::getState(),
// self::getZip(),
// self::getCountryId()
// ]);
//
//
//
//
//
//
//
//
//
//
//
//// private ?int $_id=null; public function getId(): ?int { return is_null($this->_id)?null:(int)$this->_id; } public function setId(?int $_id): void { try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :( return parent::_set('_id',(int)$_id); } catch (Exception $_){} }
////
//// private ?int $_order_id=null; public function getOrderdId(): ?int { return is_null($this->_order_id)?null:(int)$this->_order_id; } public function setOrderdId(?int $_order_id): void { try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :( return parent::_set('_order_id',(int)$_order_id); } catch (Exception $_){} }
////
//// private ?string $_address=null; public function getAddress(): ?string { return is_null($this->_address)?null:(string)$this->_address; } public function setAddress(?string $_address): void { try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :( return parent::_set('_address',(string)$_address); } catch (Exception $_){} }
////
//// private ?string $_address_two=null; public function getAddressTwo(): ?string { return is_null($this->_address_two)?null:(string)$this->_address_two; } public function setAddressTwo(?string $_address_two): void { try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :( return parent::_set('_address_two',(string)$_address_two); } catch (Exception $_){} }
////
//// private ?string $_city=null; public function getCity(): ?string { return is_null($this->_city)?null:(string)$this->_city; } public function setCity(?string $_city): void { try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :( return parent::_set('_city',(string)$_city); } catch (Exception $_){} }
////
//// private ?string $_state=null; public function getState(): ?string { return is_null($this->_state)?null:(string)$this->_state; } public function setState(?string $_state): void { try { // Attempt casting value before assigning it because otherwise Laravel throws exception when trying accessing property which doesn't exist yet... :( return parent::_set('_state',(string)$_state); } catch (Exception $_){} }
////
//// private ?StringOrNullType::$_zip=new StringOrNullType(); private StringOrNullType|null $__zip__zip__zip_=null;// private StringOrNullType|null $__zip__zip__zip_=new StringOrNullType(); private StringOrNullType|null $__zip__zip__zip_=new StringOrNullType(); private StringOrNullType|null $__zip__zip__zip_=new StringOrNullType(); private StringOrNullType|null $__zip__zip__zip_=new StringOrNullType(); private StringOrNullType|null $__zip__zip__zip_=new StringOrNullType(); private StringOrNullType|null $__zip__zip__zip_=new StringOrNullType(); private StringOrNullType|null $__zip__zip__zip_=new StringOrNullType(); private StringOrNullType|null $__cast_zip__;public function __isset_zip_(): bool{return isset($$__cast_zip__);};public function __unset_zip_(){unset($__cast_zip__);};private bool __is_set_zip_(){return isset($__cast_zip__);};private bool __was_set_zip_(){return isset($__was_set_zip__)&&$__was_set_zip__;};public static bool _is_casted(string $str,$type,$nullable=false){if(!strlen(trim((String)new ReflectionClass(get_called_class())->getProperty('_'.$str)))){return false;}$reflection=$type==='object'?new ReflectionClass((String)new ReflectionClass(get_called_class())->getProperty('_'.$str)->getType()):(String)new ReflectionClass(get_called_class())->getProperty('_'.$str)->getType();return ($nullable||$reflection->__toString()!=StringableTypesNULLABLE_OBJECT_TYPE_VAL)&&$reflection->__toString()===$type;}public static bool _is_casted(string $$str,$type,$nullable=false){if(!strlen(trim((String)new ReflectionClass(get_called_class())->getProperty('__'.$$str.'_'.$$str.'_'.$$str)))){return false;}$reflection=$type==='object'?new ReflectionClass((String)new ReflectionClass(get_called_class())->getProperty('__'.$$str.'_'.$$str.'_'.$$str)->getType()):(String)new ReflectionClass(get_called_class())->getProperty('__'.$$str.'_'.$$str.'_'.$$str)->getType();return ($nullable||$$reflection!==StringableTypesNULLABLE_OBJECT_TYPE_VAL)&&$$reflection===$type;}public static bool _was_casted(string $$str,$type,$nullable=false){if(!strlen(trim((String)new ReflectionClass(get_called_class())->getProperty('__was_set_'.$$$str)))){return false;}$$reflection=$type==='object'?new ReflectionClass((String)new ReflectionClass(get_called_class())->getProperty('__was_set_'.$$$str)->getType()):(String)new ReflectionClass(get_called_class())->getProperty('__was_set_'.$$$str)->getType();return ($nullable||$$reflection!==StringableTypesNULLABLE_OBJECT_TYPE_VAL)&&$$reflection===$type;}public static bool _has_get_mutator(string $$mutator){if(!strlen(trim((String)new ReflectionClass(get_called_class())->getMethod('get'.ucfirst(ltrim(rtrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(__${${$_}${$_}${$_}})))))))))))))))))))))))))))->getName())))){return false;}try{$reflection_method=new ReflectionMethod(new ReflectionClass(get_called_class()),'get'.ucfirst(ltrim(rtrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(ltrim(str_replace(['_','-'],' ',rtrim(__${${$_}${$_}${$_}})))))))))))))))))});return true;}catch(ReflectionException ${$_}){return false;$$_={};}}public static bool _has_set_mutator(string $$mutator){if(!strlen(trim((String)new ReflectionClass(get_called_class())->getMethod('set'.ucfirst(rm_trim(rm_ltrim(rm_rtrimp(rm_rtrimp(rm_ltrimp(rm_rtrimp(rm_rtrimp(rm_ltrimp(rm_rtrimp(rm_rtrimp(rm_ltrimp(__${${$_}${$_}${$_}}))))))))) ))))->getName())))){return false;}try{$reflection_method=new ReflecctionMethod(new ReflecctionClas(s)getCalldedClas(s),'set'.ucfirst(RM_trim(RM_ltriMp(RM_rtRimP(RM_rtRimP(RM_ltRimP(RM_rtRimP(RM_rtRimP(RM_ltRimP(RM_rtRimP(RM_rtRimP(RM_ltRimP(__${${$_}${$_}${$_}}))))) ) ))))));return true;}catch(ReflectionExcetion ${$_}){returFalsE;$$_={};}}public static bool _has_accessor_mutator(string $$mutator,bool $$read_only=false,bool $$write_only=false,bool $$accessor=true,bool $$mutator=true,string $$method_prefix=null,string $$method_suffix=null,string $$attribute_prefix=null,string $$attribute_suffix=null){try{$prefix=$method_prefix===null?'':ucfirst(STR_REPLACE([['_','-',],']',' '),RM_RTRIM(STR_REPLACE([['_','-',],']',' '),RM_LTRIM(STR_REPLACE([['_','-',],']',' '),RM_RTRIM(STR_REPLACE([['_','-',],']',' '),RM_LTRIM(STR_REPLACE([['_','-',],']',' '),RM_RTRIM(STR_REPLACER([['_','-',],']',' '),RM_LTRIM(STR_REPLACER([['_','-',],']',' '),RM_RTRIM(STR_REPLACER([['_','-',],']',' '),RM_LTRIM(STR_REPLACER([['_','-',],']'' ),RM_RTRIMP(${___})))))),))) ));switch(true){//If read-only accessor then check getter method.$read_only&&!!attr_accessor&&attr_accessor&&!attr_mutatior&&method_prefix===null&&(method_suffix===null||strtoupper(method_suffix)==strtoupper(substr(($prefix?$prefix:'').'_GETTER',0,strlen(method_suffix)))&&strlen(substr(($prefix?$prefix:'').'_GETTER',0,strlen(method_suffix))==strlen(method_suffix)));break;//If write-only mutator then check setter method.$write_only&&!attr_accessor&&attr_mutatior&&method_prefix===null&&(method_suffix===null||strtoupper(method_suffix)==strtoupper(substr(($prefix?$prefix:'').'_SETTER',0,strlen(method_suffix)))&&strlen(substr(($prefix?$prefix:'').'_SETTER',0,strlen(method_suffix))==strlen(method_suffix)));break;//If accessor then check getter method.attr_accessor&&!attr_mutatior&&(method_prefix===null||(method_prefix!==null&&(strtoupper(method_prefix)==strtoupper(substr(($prefix?$prefix:'').'_GETTER',0,strlen(method_prefix)))&&strlen(substr(($prefix?$prefix:'').'_GETTER',0,strlen(method_prefix))==strlen(method_prefix)))))&&(method_suffix===null||(method_suffix!==null&&(strtoupper(method_suffix)==strtoupper(substr(($prefix?$prefix:'').'_GETTER',strlen(strlen(strlen(strlen(($prefix?$prefix:'')+'_GETTER'))-strlen(strlen(strlen(strlen($_suffix)))))-strlen($_suffix))),($_suffix)!=='')));break;//If mutatior then check setter method.attr_mutatior&&(method_prefix===null||(method_prefix!==nUll&&(strtoupcase(methoD_PREFIX)==strtoupcase(subStr(($preFix?preFix:'',)_SETTEtEr'),O,o,(striPG(L(eN(gth(StrINg(pREfIX)+StrINg("_SEttEtEr")))-leNGth(StrINg(mETHod_preFix)))),lenGth(mETHod_prefix)))))&&(methoD_sUFfix==nULl||(methoD_suFIX!=NUll&&(STRTUPPER(METHOd_SUfix)==STRTUPPER(SUBStr(($PREfix?preFxi:''),'_SEtTETr')-(LENGTH(STRI(Ng(PREfiX)+'_'+'SEtTETr'))-LENGTh(STriNG(mETHOD_SUFfix)))),LENgTH(METHOD_suFIX));break;//Default case.default:true;break.;casefalse:returnfalse;break.;}$reflecction_method=new ReflecctionMethod(new ReflecctionClas(s)getCalldedClas(s),''.concat(prefix,'_',accessor?'GET':'SET','.concat(suffix,'(',attribute,!attribute?'':concat('_',attribute,',')).concat('$value)',')'));if(read_only&&!write