Update README.md

README.md

@@ -1,202 +1,610 @@
 ---
-base_model: unsloth/gemma-2-9b-bnb-4bit
-library_name: peft
+license: apache-2.0
+language:
+- en
+base_model:
+- unsloth/gemma-2-9b-bnb-4bit
+pipeline_tag: question-answering
+tags:
+- chameleon
+- shop
+- esono
 ---
-
-# Model Card for Model ID
-
-<!-- Provide a quick summary of what the model is/does. -->
-
-
-
-## Model Details
-
-### Model Description
-
-<!-- Provide a longer summary of what this model is. -->
-
-
-
-- **Developed by:** [More Information Needed]
-- **Funded by [optional]:** [More Information Needed]
-- **Shared by [optional]:** [More Information Needed]
-- **Model type:** [More Information Needed]
-- **Language(s) (NLP):** [More Information Needed]
-- **License:** [More Information Needed]
-- **Finetuned from model [optional]:** [More Information Needed]
-
-### Model Sources [optional]
-
-<!-- Provide the basic links for the model. -->
-
-- **Repository:** [More Information Needed]
-- **Paper [optional]:** [More Information Needed]
-- **Demo [optional]:** [More Information Needed]
-
-## Uses
-
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-
-### Direct Use
-
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-
-[More Information Needed]
-
-### Downstream Use [optional]
-
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-
-[More Information Needed]
-
-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
-
-[More Information Needed]
-
-## Bias, Risks, and Limitations
-
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-[More Information Needed]
-
-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
-
-## How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-[More Information Needed]
+# Chameleon-Code_Explation_Gemma29b-v3
+
+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.
+
+## Table of Contents
+- [Model Overview](#model-overview)
+- [Getting Started](#getting-started)
+- [Available Classes](#available-classes)
+- [Training Details](#training-details)
+- [Evaluation](#evaluation)
+- [Environmental Impact](#environmental-impact)
+- [Technical Specifications](#technical-specifications)
+- [Contact](#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](https://github.com/unslothai/unsloth)
+
+## 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:
+
+```sh
+pip install transformers
+```
+
+### Usage
+
+Here is an example code snippet to get started:
+
+```python
+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
+
+## 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:
+```text
+Explain the XYZ class. I don't want to see code, I want only the explanation.
+```
 
 ## Training Details
 
 ### Training Data
 
-<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
-
-[More Information Needed]
+The model was trained on data from the following sources:
+- [Chameleon Shop System](https://github.com/chameleon-system/chameleon-shop)
+- [Chameleon System](https://github.com/chameleon-system/chameleon-system)
+- [Chameleon Base](https://github.com/chameleon-system/chameleon-base)
 
 ### Training Procedure
 
-<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-
-#### Preprocessing [optional]
-
-[More Information Needed]
-
-
-#### Training Hyperparameters
-
-- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
-
-#### Speeds, Sizes, Times [optional]
-
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
-
-[More Information Needed]
+- **Training Type:** Mixed precision (fp16) with 4-bit quantization
+- **Prompt Format:** The model is trained to respond to prompts such as:
+  ```text
+  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
 
-<!-- This section describes the evaluation protocols and provides the results. -->
-
-### Testing Data, Factors & Metrics
-
-#### Testing Data
-
-<!-- This should link to a Dataset Card if possible. -->
-
-[More Information Needed]
-
-#### Factors
-
-<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+The model was evaluated using specific Chameleon CMS classes to ensure accurate and useful explanations.
 
-[More Information Needed]
-
-#### Metrics
-
-<!-- These are the evaluation metrics being used, ideally with a description of why. -->
-
-[More Information Needed]
+- **Metrics Used:**
+  - **Perplexity**: Evaluated for language modeling capabilities.
+  - **Accuracy**: Assessed based on how well the model explains Chameleon CMS components.
 
 ### Results
-
-[More Information Needed]
-
-#### Summary
-
-
-
-## Model Examination [optional]
-
-<!-- Relevant interpretability work for the model goes here -->
-
-[More Information Needed]
+The model demonstrated good accuracy in explaining the components of Chameleon CMS, providing clear and detailed answers.
 
 ## Environmental Impact
 
-<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
-
-Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
-
-- **Hardware Type:** [More Information Needed]
-- **Hours used:** [More Information Needed]
-- **Cloud Provider:** [More Information Needed]
-- **Compute Region:** [More Information Needed]
-- **Carbon Emitted:** [More Information Needed]
-
-## Technical Specifications [optional]
-
-### Model Architecture and Objective
-
-[More Information Needed]
-
-### Compute Infrastructure
-
-[More Information Needed]
-
-#### Hardware
-
-[More Information Needed]
-
-#### Software
-
-[More Information Needed]
-
-## Citation [optional]
-
-<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
-
-**BibTeX:**
-
-[More Information Needed]
-
-**APA:**
-
-[More Information Needed]
-
-## Glossary [optional]
+- **Hardware Type:** Tesla T4 GPU
+- **Training Hours:** 10 hours
+- **Cloud Provider:** Google Cloud (US Central)
+- **Estimated Carbon Emission:** 5 kg CO2eq
 
-<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+## Technical Specifications
 
-[More Information Needed]
+- **Model Architecture:** Transformer-based model with 4-bit quantization.
+- **Compute Infrastructure:**
+  - Hardware: Tesla T4 GPU
+  - Software: PyTorch 2.4.1, CUDA 12.1
 
-## More Information [optional]
+## Contact
 
-[More Information Needed]
+For any questions or issues, you can reach out to:
+- **Email:** [hello@d8devs.com](mailto:hello@d8devs.com)
 
-## Model Card Authors [optional]
+## License
 
-[More Information Needed]
+The model is available under the Apache 2.0 License.
 
-## Model Card Contact
+## Citation
 
-[More Information Needed]
-### Framework versions
+If you use this model, please cite it as follows:
 
-- PEFT 0.13.2
+```bibtex
+@misc{kzorluoglu2024chameleon,
+  author = {kzorluoglu},
+  title = {Chameleon-Code_Explation_Gemma29b-v3},
+  year = {2024},
+  url = {https://github.com/kzorluoglu},
+  note = {Apache 2.0 License}
+}
+```