Chameleon-Code_Explation_Gemma29b-v3 - Draft

** Running Project - Draft* Chameleon-Code_Explation_Gemma29b-v3 is a fine-tuned version of the Unsloth Gemma model, optimized for efficient inference using 4-bit quantization. This model has been trained to explain various classes within the Chameleon CMS system, which is a combined shop software and content management system.

Model Overview
Getting Started
Available Bundles
Available Classes
Training Details
Evaluation
Environmental Impact
Technical Specifications
Contact

Model Overview

Chameleon-Code_Explation_Gemma29b-v3 is a transformer-based language model fine-tuned to understand and explain the structure and components of the Chameleon CMS system. The model can provide non-technical descriptions of CMS components using efficient 4-bit quantization to minimize resource requirements.

Base Model: Google Gemma 2 9B
Library Used: PEFT
Language: English
License: Apache 2.0
Developer: kzorluoglu
Model Source: Unsloth GitHub

Getting Started

To use the model, you can start by installing the necessary dependencies and downloading the model using the Hugging Face Transformers library.

Installation

Install the transformers library:

pip install transformers

Usage

Here is an example code snippet to get started:

from transformers import AutoModel, AutoTokenizer

model = AutoModel.from_pretrained("kzorluoglu/Chameleon-Code_Explation_Gemma29b-v2")
tokenizer = AutoTokenizer.from_pretrained("kzorluoglu/Chameleon-Code_Explation_Gemma29b-v2")

print("Chatbot is ready!")
print("Type 'exit' to end the chat.")
print("Ask like this for a good answer:")
print("Explain the XYZ class. I don't want to see code, I want only the explanation.")
print("Explain the ABC bundle. I don't want to see code, I want only the explanation.")

while True:
    question = input("You: ")
    if question.lower() == 'exit':
        print("Ending the chat. Goodbye!")
        break

    instruction = f"{question}"
    inputs = tokenizer([instruction], return_tensors="pt").to("cuda")
    outputs = model.generate(**inputs, max_new_tokens=256, use_cache=True)
    generated_text = tokenizer.batch_decode(outputs, skip_special_tokens=True)
    print(f"AI: {generated_text[0]}")

Available Bundles

In addition to individual classes, the model has also been trained to explain a wide range of bundles within the Chameleon CMS system, including but not limited to:

AmazonPaymentBundle
ShopOrderStatusBundle
ShopWishlistBundle
ImageHotspotBundle
ShopArticlePreorderBundle
ShopCurrencyBundle
ShopPaymentIPNBundle
ShopAffiliateBundle
ShopBundle
ShopRatingServiceBundle
SearchBundle
ShopArticleReviewBundle
ShopListFilterBundle
ShopPaymentTransactionBundle
ShopArticleDetailPagingBundle
CmsEventBundle
MediaManagerBundle
ViewRendererBundle
CmsCounterBundle
UpdateCounterMigrationBundle
CmsStringUtilitiesBundle
ExternalTrackerBundle
CookieConsentBundle
CmsResultCacheBundle
CmsActionPluginBundle
CmsClassManagerBundle
PkgCoreBundle
ExtranetBundle
CoreBundle
CmsNavigationBundle
JavaScriptMinificationBundle
TrackViewsBundle
CmsTextFieldBundle
CmsCacheBundle
AutoclassesBundle
CmsChangeLogBundle
DatabaseMigrationBundle
Csv2SqlBundle
NewsletterBundle
DistributionBundle
CmsFileManagerBundle
SecurityBundle
SnippetRendererBundle
AtomicLockBundle
TwigDebugBundle

To get the explanation for a specific class, use the prompt format:

Explain the XYZ bundle. I don't want to see code, I want only the explanation.

Available Classes

The model has been trained to provide explanations for a wide range of classes in the Chameleon CMS system, including but not limited to:

MTFeedbackErrors
AmazonDataConverter
AmazonPaymentConfigFactory
AmazonReferenceIdManager
WebServerExample
OffAmazonPaymentsNotifications_Samples_NotificationSample
OffAmazonPaymentsNotifications_Samples_IpnLogFile
SnsMessageValidator
IpnNotificationParser
XmlNotificationParser
Message
SnsMessageParser
OffAmazonPayments_Model
OffAmazonPaymentsService_Model
OffAmazonPaymentsService_Regions
OffAmazonPaymentsService_RegionSpecificProperties
OffAmazonPaymentsService_Environments
OffAmazonPaymentsService_MerchantValues
OffAmazonPaymentsService_Model_ResponseHeaderMetadata
CancellationExample
CLIExample
SimpleCheckoutExample
AddressConsentSample
SplitShipmentsCheckoutExample
RefundExample
AutomaticPaymentsSimpleCheckoutExample
ShippingAndTaxCostHelper
CountryRates
AmazonPaymentFixturesFactory
ConfigValidator
AmazonPaymentIdMapping
TPkgShopOrderStatusManagerEndPoint
PkgShopWishlistMailHistory
PkgShopWishlistArticle
PkgShopWishlistOrderItem
PkgShopWishlist
PkgImageHotspotItemMarker
PkgImageHotspot
PkgImageHotspotItemSpot
PkgImageHotspotItem
UpdateProductStockListener
ShopCurrencyEvents
TPkgShopPaymentIPNManager
TPkgShopPaymentIPNRequest
TPkgShopPaymentIPN_TransactionDetails
PkgShopPaymentIpnMessage
PkgShopPaymentIpnTrigger
PkgShopPaymentIpnStatus
PkgShopPaymentIpnMessageTrigger
PkgShopAffiliate
PkgShopAffiliateParameter
ShopEvents
TShopCategoryTree
MTShopArticleListResponse
TShopBreadcrumbItem
TShopBasketArticleCustomDataValidationError
TdbShopArticle
ShopPaymentHandlerMock
BasketVariableReplacer
UpdateProductStatisticsListener
UpdateVariantParentStockListener
UpdateProductStockListener
OrderPaymentInfo
ShopPaymentConfigRawValue
ShopSystemPage
PkgShopArticlePreorder
Shop
ShopShippingGroupHandler
ShopShippingGroup
ShopWrappingCard
ShopCategoryTab
PkgShopListfilterItem
PkgShopStatisticGroup
ShopVat
PkgShopFooterCategory
PkgShopListfilterModuleConfig
ShopSuggestArticleLog
ShopBankAccount
ShopCategory
ShopDiscount
PkgShopPrimaryNavi
ShopShippingType
ShopWrapping
PkgShopListfilterItemType
PkgShopCurrency
PkgShopListfilter
ShopUserNoticeList
ShopSystemInfoModuleConfig
PkgShopArticleReviewModuleShopArticleReviewConfiguration
ShopSystemInfo
ShopPaymentHandlerGroup
ShopPaymentMethod
ShopPaymentHandlerGroupConfig
ShopPaymentHandler
ShopPaymentHandlerParameter
ShopArticleCatalogConfDefaultOrder
ShopStockMessageTrigger
ShopVariantType
ShopArticleImageSize
ShopAttribute
ShopBundleArticle
ShopArticleDocumentType
ShopArticleMarker
ShopArticle
ShopArticleImage
ShopArticleReview
ShopArticleCatalogConf
ShopArticleContributor
ShopArticleDocument
ShopVariantSet
ShopStockMessage
ShopArticleType
ShopVariantDisplayHandler
ShopUnitOfMeasurement
ShopArticleStats
ShopAttributeValue
ShopVariantTypeHandler
ShopContributorType
ShopContributor
ShopVariantTypeValue
ShopManufacturerModuleConf
ShopArticleStock
ShopArticlePreviewImage
ShopManufacturer
ShopArticleGroup
ShopVoucherUse
ShopVoucherSeriesSponsor
ShopUserPurchasedVoucher
ShopVoucherSeries
ShopVoucher
ShopModuleArticleListArticle
ShopModuleArticlelistOrderby
ShopModuleArticleList
ShopModuleArticleListFilter
ShopOrderBasket
ShopOrder
ShopOrderStatusCode
ShopOrderExportLog
ShopOrderStatusItem
ShopOrderStatus
ShopOrderVat
ShopOrderShippingGroupParameter
ShopOrderItem
ShopOrderStep
ShopOrderBundleArticle
ShopOrderPaymentMethodParameter
ShopOrderDiscount
SearchSuggestController
XmlStreamer
TShopAuskunftAPI
PkgShopRatingServiceRating
PkgShopRatingServiceTeaserCnf
PkgShopRatingServiceWidgetConfig
PkgShopRatingServiceHistory
PkgShopRatingService
TShopModuleArticleListFilterAutoParent
TdbShopModuleArticleListFilter
SearchResultTriggerCmsObserverListener
SearchResultLoggerListener
ShopSearchFieldWeight
ShopSearchCloudWord
ShopSearchCache
ShopSearchQuery
ShopSearchCacheItem
ShopSearchIndexer
ShopSearchKeywordArticle
ShopSearchLog
ShopSearchIgnoreWord
AuthorDisplayConstants
Slider
Select
DbAdapter
TPkgShopPaymentTransactionItemDataEndPoint
TPkgShopPaymentTransactionManagerEndPoint
TPkgShopPaymentTransactionContextEndPoint
PkgShopPaymentTransactionPosition
PkgShopPaymentTransactionType
PkgShopPaymentTransaction
AddParametersToUrlService
CacheUtil
TPkgCmsEventManager
DeleteMediaConnectionsListener
ViewRenderer
TPkgViewRendererMapper_ListHandlerData
TPkgViewRendererLessCompiler
TPkgViewRendererSnippetResourceCollectorEndPoint
TPkgViewRendererSnippetDummyData
TPkgViewRendererSnippetGalleryItem
MapperVirtualSourceObject
User
Article
GenerateCssController
CmsCounter
UpdateCounterMigrator
UpdateCounterVersionMigrator
MigrationConfigGenerator
MigrateCountersListener
TPkgCmsStringUtilities_HTML
TPkgCmsStringUtilities_ReadConfig
TPkgCmsStringUtilities_CleanPHPCode
TPkgCmsStringUtilities_iOSMailURLEncoder
TPkgCmsStringUtilities_PathUtils
SearchResultTriggerCmsObserverListener
CategoryTriggerCmsObserverListener
AddCookieConsentIncludesListener
TPkgCmsResultCacheManager
TPkgCmsActionPluginManager
AbstractPkgActionPlugin
TPkgCmsVirtualClassManager
TPkgCmsCoreSendToHost
TPkgCoreUtility_Network
TPkgCmsCoreLayoutPluginManager
TPkgCmsCoreParameterContainerParameterDefinition
AbstractPkgCmsCoreParameterContainer
ExtranetEvents
ExtranetUserConstants
RefreshAuthenticityTokenListener
RehashPasswordListener
DelayFailedLoginAttemptListener
LoginByTokenController
ServiceLocator
CoreEvents
CronJobScheduleDataModel
chameleon
TableConfigurationDataModel
CmsMasterPagdef
DownloadLinkDataModel
PagePath
File
Error
UploaderController
UploaderParametersDataModel
UploadedFileDataModel
StripVirtualFieldsFromQuery
CronJobThatDoesNotExtendTCMSCronJob
HtmlHelper
TGlobalBase
TModuleLoader
TModelBase
MTCustomListCoreConfig
TTemplateTools
TCMRenderMediaTreeSelectBox
TCMSRegistry
TCMSSmartURL
TCMSTidyHTMLCleaner
TCMSLockManager
TCMSURLHistory
TCMSRssHandler
TCMSRender
TPkgDependencyInjection
TCMSLogChange
TCMSViewPortManager
TCMSRenderSeoPattern
TCMSPageDefinitionFile
TCMSRenderDocumentTreeSelectBox
FalseValueCacheEntry
TCMSMemcache
TCMSTreeWidget
TCMSTableToClass_MockRecord
TCMSTableToClass
TCacheManagerRuntimeCache
TViewParser
TCMSSmartURLData
TCMSSmartURLHandler
TCMSParameterMapperEndPoint
TCMSMenuItem
TCMSSpellcheck
MTFeedbackErrorsCore
TCMSErrorHandler
MySqlLegacySupport
TCMSFile
TDbChangeLogManagerForModules
TCMSTableEditorManager
TCMSTableEditorEndPoint
TCMSTableEditorMenuItem
TCMSMessageManager
TCMSImageEndpoint
THTMLTable
THTMLTableColumn
HtmlParser
TGoogleMapMarker
TGoogleOverviewMap
TGoogleMapEndPoint
TGoogleMapIcon
TCMSBreadcrumbNavi
TCMSBreadcrumbNaviItem
TGroupTableField
TGroupTable
TGroupTableStyle
TPkgRunFrontendActionStatus
TCMSGroupedStatistics
TCMSGroupedStatisticsGroup
TCCustomNavigation
SQLParser
SQLParenthesesParser
imageMagick
antiSpam
TPkgCmsSessionWakeUpService
TCMSListManagerEndPoint
TCMSUserInput
TCMSUserInputFilter_BaseClass
TCMSUpdateManager
TTools
CheckPortalDomainListener
CaseInsensitivePortalExceptionListener
TemplateEngineAccessListener
AddAntispamIncludesListener
BackendBreadcrumbListener
AddControllerIncludesListener
CleanupBreadcrumbAfterDeleteListener
RedirectToSecurePageListener
ClearRoutingCacheListener
InitializeRequestListener
ReleaseOldLocksOnLoginListener
AddGlobalHeadIncludesListener
MigrateSessionListener
AddModuleIncludesListener
ChangeChameleonObjectsLocaleListener
AddBackendToasterMessageListener
NoCacheForSecurePageListener
RehashBackendUserPasswordListener
AllowEmbeddingForDifferentDomainListener
AddJqueryIncludeListener
BackendTreeNodeFactory
RequestInitializer
FieldTranslationUtil
UrlUtil
MltFieldUtil
UrlNormalizationUtil
AbstractDatabaseAccessLayer
TranslationConstants
JsTranslationController
ModuleIconMigrator
MainMenuMigrator
IconMapping
MenuItem
MenuCategory
ChameleonControllerEvents
ImageNotFoundController
BackendAccessCheck
CsrfTokenManagerFactory
Migrator
ComposerData
ComposerJsonModifier
AbstractPkgCmsNavigationNode
JavaScriptMinifyEventListener
ImageCropPresetDataModel
ImageCropDataModel
ImageDataModel
CmsMediaDataModel
TPkgTrackObjectViews
TrackViewsListener
TCMSTextFieldEndPoint
TdbCmsLanguage
RequestListener
AutoClassLoader
MappingDataModel
DataModelParts
name
MediaItemChainUsageFinder
SortColumnCollection
MediaItemUsageChainDeleteService
MediaManagerExtensionCollection
MediaManagerListResult
MediaManagerListRequest
AccessRightsModel
MediaManagerListState
MediaTreeDataModel
MediaItemUsageDataModel
MediaTreeNodeDataModel
MediaItemDataModel
JavascriptPluginRenderedContent
JavascriptPluginMessage
JavascriptPluginConfigurationState
JavascriptPluginConfigurationUrls
JavascriptPluginConfiguration
MediaTreeNodeJsonObject
TCMSChangeLogArchiver
TCMSChangeLogFormatter
SnippetChainModifier
MigrationRecorderStateHandler
MigrationRecorder
QueryWriter
DataModelConverter
TPkgCsv2SqlManager
NewsletterPostProcessorListener
NewsletterUserDataModel
PostUpdateVersionCheck
ChameleonVersion
MatchLevel
InitialBackendUserCreator
TPkgCmsFileManager_Utilities
RedirectOnPendingUpdatesEventListener
SecurityHelperAccess
CmsUserRoleConstants
CmsPermissionAttributeConstants
CmsUserSSOModel
TPkgSnippetRenderer_PregCallbackHelper
TPkgSnippetRenderer_ResourceHelper
TPkgSnippetRendererFilter
AtomicLock
ViewRendererPostRenderListener
LogChangeDataModel
MigrationDataModel
MigrationQueryData
MigrationRecorderConstants
QueryConstants
DatabaseMigrationConstants
MigrationDataModelReducer
To get the explanation for a specific class, use the prompt format:

Explain the XYZ class. I don't want to see code, I want only the explanation.

Training Details

Training Data

The model was trained on data from the following sources:

Training Procedure

Training Type: Mixed precision (fp16) with 4-bit quantization

Prompt Format: The model is trained to respond to prompts such as:

Explain the XYZ class. I don't want to see code, I want only the explanation.
Explain the ABC bundle. I don't want to see code, I want only the explanation.

Evaluation

The model was evaluated using specific Chameleon CMS classes to ensure accurate and useful explanations.

Metrics Used:
- Perplexity: Evaluated for language modeling capabilities.
- Accuracy: Assessed based on how well the model explains Chameleon CMS components.

Results

The model demonstrated good accuracy in explaining the components of Chameleon CMS, providing clear and detailed answers.

Environmental Impact

Hardware Type: Tesla T4 GPU
Training Hours: 10 hours
Cloud Provider: Google Cloud (US Central)
Estimated Carbon Emission: 5 kg CO2eq

Technical Specifications

Model Architecture: Transformer-based model with 4-bit quantization.
Compute Infrastructure:
- Hardware: Tesla T4 GPU
- Software: PyTorch 2.4.1, CUDA 12.1

Contact

For any questions or issues, you can reach out to:

Email: hello@d8devs.com

License

The model is available under the Apache 2.0 License.

Citation

If you use this model, please cite it as follows:

@misc{kzorluoglu2024chameleon,
  author = {kzorluoglu},
  title = {Chameleon-Code_Explation_Gemma29b-v3},
  year = {2024},
  url = {https://github.com/kzorluoglu},
  note = {Apache 2.0 License}
}

kzorluoglu
/

Chameleon-Code_Explation_Gemma29b-v3