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Chameleon-Code_Explation_Gemma29b-v2
kzorluoglu/Chameleon-Code_Explation_Gemma29b-v2
Chameleon-Code_Explation_Gemma29b-v2 is a question answering model from kzorluoglu. Use it when the input is a question plus a passage. The card lists the license as apache-2.0.
Chameleon-CodeExplationGemma29b-v2 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 Cham…
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Updated Oct 16, 2024
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At a glance
- Task
- Question Answering
- License
- apache-2.0
- Access
- Public
- Created
- Oct 16, 2024
- Updated
- Oct 16, 2024
- SHA
- 775aad5f
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Model card
From the Hugging Face model README
Chameleon-Code_Explation_Gemma29b-v2
Chameleon-Code_Explation_Gemma29b-v2 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.
Table of Contents
- Model Overview
- Getting Started
- Available Classes
- Training Details
- Evaluation
- Environmental Impact
- Technical Specifications
- Contact
Model Overview
Chameleon-Code_Explation_Gemma29b-v2 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.")
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 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 X class. 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: [email protected]
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-v2},
year = {2024},
url = {https://github.com/kzorluoglu},
note = {Apache 2.0 License}
}
- Task
- Question Answering
- License
- apache-2.0
- Languages
- en
- Created
- Oct 16, 2024
- Updated
- Oct 16, 2024