Merge to prod (#297)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Merge dev to test (#107)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Development to Test (#109)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

---------

Co-authored-by: Lucas Pavanelli <[email protected]>

* Merge to test (#111)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

---------

Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update Finetuner functional tests (#112)

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#118)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Update Finetuner functional tests (#112)

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#117)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Do not download textual URLs (#120)

* Do not download textual URLs

* Treat as string

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Enable api key parameter in data asset creation (#122)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Merge to test (#124)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#117)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Do not download textual URLs (#120)

* Do not download textual URLs

* Treat as string

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Enable api key parameter in data asset creation (#122)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: mikelam-us-aixplain <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update Finetuner hyperparameters (#125)

* Update Finetuner hyperparameters

* Change hyperparameters error message

* Merge dev to test (#126)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#117)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Do not download textual URLs (#120)

* Do not download textual URLs

* Treat as string

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Enable api key parameter in data asset creation (#122)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update Finetuner hyperparameters (#125)

* Update Finetuner hyperparameters

* Change hyperparameters error message

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: mikelam-us-aixplain <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Add new LLMs finetuner models (mistral and solar) (#128)

* Merge dev to test (#129)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#117)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Do not download textual URLs (#120)

* Do not download textual URLs

* Treat as string

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Enable api key parameter in data asset creation (#122)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update Finetuner hyperparameters (#125)

* Update Finetuner hyperparameters

* Change hyperparameters error message

* Add new LLMs finetuner models (mistral and solar) (#128)

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: mikelam-us-aixplain <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Enabling dataset ID and model ID as parameters for finetuner creation (#131)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Fix supplier representation of a model (#132)

* Fix supplier representation of a model

* Fixing parameter typing

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Fixing indentation in documentation sample code (#134)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Merge to test (#135)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#117)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Do not download textual URLs (#120)

* Do not download textual URLs

* Treat as string

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Enable api key parameter in data asset creation (#122)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update Finetuner hyperparameters (#125)

* Update Finetuner hyperparameters

* Change hyperparameters error message

* Add new LLMs finetuner models (mistral and solar) (#128)

* Enabling dataset ID and model ID as parameters for finetuner creation (#131)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Fix supplier representation of a model (#132)

* Fix supplier representation of a model

* Fixing parameter typing

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Fixing indentation in documentation sample code (#134)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: mikelam-us-aixplain <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update FineTune unit and functional tests (#136)

* Merge dev to test (#137)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#117)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Do not download textual URLs (#120)

* Do not download textual URLs

* Treat as string

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Enable api key parameter in data asset creation (#122)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update Finetuner hyperparameters (#125)

* Update Finetuner hyperparameters

* Change hyperparameters error message

* Add new LLMs finetuner models (mistral and solar) (#128)

* Enabling dataset ID and model ID as parameters for finetuner creation (#131)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Fix supplier representation of a model (#132)

* Fix supplier representation of a model

* Fixing parameter typing

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Fixing indentation in documentation sample code (#134)

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Update FineTune unit and functional tests (#136)

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: mikelam-us-aixplain <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Click fix (#140)

* Merge to prod (#119)

* Merge dev to test (#107)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Development to Test (#109)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

---------

Co-authored-by: Lucas Pavanelli <[email protected]>

* Merge to test (#111)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

---------

Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Merge dev to test (#113)

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Update Finetuner functional tests (#112)

---------

Co-authored-by: Thiago Castro Ferreira <[email protected]>

* Hf deployment test (#114)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Hf deployment test (#118)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Create bounds for FineTune hyperparameters (#103)

* Test bound to hyperparameters

* Update finetune llm hyperparameters

* Remove option to use PEFT, always on use now

* Fixing pipeline general asset test (#106)

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Update Finetuner functional tests (#112)

* Hf deployment test (#115)

* Started adding Hugging Face deployment to aiXplain SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added model status function to  SDK

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updating

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Updated CLI

Signed-off-by: mikelam-us <[email protected]>

* Adding CLI

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Corrected request error

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Clearing out unnecessary information in return

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Simplifying status

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests and correcting tokens

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added bad repo ID test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Finished rough draft of tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding tests

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Fixing hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding hf token

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Correcting first test

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Testing

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Adding config

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added user doc

Signed-off-by: mikelam-us-aixplain <[email protected]>

* Added gated model test

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>

* Adding HF token

Signed-off-by: mikelam-us-aixplain <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>

---------

Signed-off-by: mikelam-us-aixplain <[email protected]>
Signed-off-by: mikelam-us <[email protected]>
Co-authored-by: Lucas Pavanelli <[email protected]>
Co-authored-by: Thiago Castro Ferreira <[email protected]>
Co-authored-by: mik…

aixplain/factories/api_key_factory.py

@@ -4,12 +4,20 @@
 from datetime import datetime
 from typing import Text, List, Optional, Dict, Union
 from aixplain.utils.file_utils import _request_with_retry
-from aixplain.modules.api_key import APIKey, APIKeyGlobalLimits, APIKeyUsageLimit
+from aixplain.modules.api_key import APIKey, APIKeyLimits, APIKeyUsageLimit
 
 
 class APIKeyFactory:
     backend_url = config.BACKEND_URL
 
+    @classmethod
+    def get(cls, api_key: Text) -> APIKey:
+        """Get an API key"""
+        for api_key_obj in cls.list():
+            if str(api_key_obj.access_key).startswith(api_key[:4]) and str(api_key_obj.access_key).endswith(api_key[-4:]):
+                return api_key_obj
+        raise Exception(f"API Key Error: API key {api_key} not found")
+
     @classmethod
     def list(cls) -> List[APIKey]:
         """List all API keys"""
@@ -30,7 +38,7 @@ def list(cls) -> List[APIKey]:
                     name=key["name"],
                     budget=key["budget"] if "budget" in key else None,
                     global_limits=key["globalLimits"] if "globalLimits" in key else None,
-                    asset_limits=key["assetLimits"] if "assetLimits" in key else [],
+                    asset_limits=key["assetsLimits"] if "assetsLimits" in key else [],
                     expires_at=key["expiresAt"] if "expiresAt" in key else None,
                     access_key=key["accessKey"],
                     is_admin=key["isAdmin"],
@@ -46,8 +54,8 @@ def create(
         cls,
         name: Text,
         budget: int,
-        global_limits: Union[Dict, APIKeyGlobalLimits],
-        asset_limits: List[Union[Dict, APIKeyGlobalLimits]],
+        global_limits: Union[Dict, APIKeyLimits],
+        asset_limits: List[Union[Dict, APIKeyLimits]],
         expires_at: datetime,
     ) -> APIKey:
         """Create a new API key"""
@@ -84,6 +92,7 @@ def create(
     @classmethod
     def update(cls, api_key: APIKey) -> APIKey:
         """Update an existing API key"""
+        api_key.validate()
         try:
             resp = "Unspecified error"
             url = f"{cls.backend_url}/sdk/api-keys/{api_key.id}"
@@ -112,12 +121,10 @@ def update(cls, api_key: APIKey) -> APIKey:
             raise Exception(f"API Key Update Error: Failed to update API key with ID {api_key.id}. Error: {str(resp)}")
 
     @classmethod
-    def get_usage_limit(cls, api_key: Text = config.TEAM_API_KEY, asset_id: Optional[Text] = None) -> APIKeyUsageLimit:
-        """Get API key usage limit"""
+    def get_usage_limits(cls, api_key: Text = config.TEAM_API_KEY, asset_id: Optional[Text] = None) -> List[APIKeyUsageLimit]:
+        """Get API key usage limits"""
         try:
             url = f"{config.BACKEND_URL}/sdk/api-keys/usage-limits"
-            if asset_id is not None:
-                url += f"?assetId={asset_id}"
             headers = {"Authorization": f"Token {api_key}", "Content-Type": "application/json"}
             logging.info(f"Start service for GET API Key Usage  - {url} - {headers}")
             r = _request_with_retry("GET", url, headers=headers)
@@ -128,11 +135,16 @@ def get_usage_limit(cls, api_key: Text = config.TEAM_API_KEY, asset_id: Optional
             raise Exception(f"{message}")
 
         if 200 <= r.status_code < 300:
-            return APIKeyUsageLimit(
-                request_count=resp["requestCount"],
-                request_count_limit=resp["requestCountLimit"],
-                token_count=resp["tokenCount"],
-                token_count_limit=resp["tokenCountLimit"],
-            )
+            return [
+                APIKeyUsageLimit(
+                    daily_request_count=limit["requestCount"],
+                    daily_request_limit=limit["requestCountLimit"],
+                    daily_token_count=limit["tokenCount"],
+                    daily_token_limit=limit["tokenCountLimit"],
+                    model=limit["assetId"] if "assetId" in limit else None,
+                )
+                for limit in resp
+                if asset_id is None or ("assetId" in limit and limit["assetId"] == asset_id)
+            ]
         else:
             raise Exception(f"API Key Usage Error: Failed to get usage. Error: {str(resp)}")

aixplain/factories/benchmark_factory.py

@@ -22,10 +22,8 @@
 """
 
 import logging
-from typing import Dict, List, Optional, Text
+from typing import Dict, List, Text
 import json
-import pandas as pd
-from pathlib import Path
 from aixplain.enums.supplier import Supplier
 from aixplain.modules import Dataset, Metric, Model
 from aixplain.modules.benchmark_job import BenchmarkJob
@@ -34,9 +32,8 @@
 from aixplain.factories.dataset_factory import DatasetFactory
 from aixplain.factories.model_factory import ModelFactory
 from aixplain.utils import config
-from aixplain.utils.file_utils import _request_with_retry, save_file
+from aixplain.utils.file_utils import _request_with_retry
 from urllib.parse import urljoin
-from warnings import warn
 
 
 class BenchmarkFactory:
@@ -117,18 +114,25 @@ def get(cls, benchmark_id: str) -> Benchmark:
             logging.info(f"Start service for GET Benchmark  - {url} - {headers}")
             r = _request_with_retry("get", url, headers=headers)
             resp = r.json()
-            benchmark = cls._create_benchmark_from_response(resp)
+
         except Exception as e:
             status_code = 400
             if resp is not None and "statusCode" in resp:
                 status_code = resp["statusCode"]
                 message = resp["message"]
                 message = f"Benchmark Creation: Status {status_code} - {message}"
             else:
-                message = f"Benchmark Creation: Unspecified Error"
+                message = "Benchmark Creation: Unspecified Error"
             logging.error(f"Benchmark Creation Failed: {e}")
             raise Exception(f"Status {status_code}: {message}")
-        return benchmark
+        if 200 <= r.status_code < 300:
+            benchmark = cls._create_benchmark_from_response(resp)
+            logging.info(f"Benchmark {benchmark_id} retrieved successfully.")
+            return benchmark
+        else:
+            error_message = f"Benchmark GET Error: Status {r.status_code} - {resp}"
+            logging.error(error_message)
+            raise Exception(error_message)
 
     @classmethod
     def get_job(cls, job_id: Text) -> BenchmarkJob:
@@ -189,7 +193,7 @@ def create(cls, name: str, dataset_list: List[Dataset], model_list: List[Model],
         """
         payload = {}
         try:
-            url = urljoin(cls.backend_url, f"sdk/benchmarks")
+            url = urljoin(cls.backend_url, "sdk/benchmarks")
             headers = {"Authorization": f"Token {config.TEAM_API_KEY}", "Content-Type": "application/json"}
             payload = {
                 "name": name,
@@ -204,12 +208,19 @@ def create(cls, name: str, dataset_list: List[Dataset], model_list: List[Model],
             payload = json.dumps(clean_payload)
             r = _request_with_retry("post", url, headers=headers, data=payload)
             resp = r.json()
-            logging.info(f"Creating Benchmark Job: Status for {name}: {resp}")
-            return cls.get(resp["id"])
+
         except Exception as e:
             error_message = f"Creating Benchmark Job: Error in Creating Benchmark with payload {payload} : {e}"
             logging.error(error_message, exc_info=True)
-            return None
+            raise Exception(error_message)
+
+        if 200 <= r.status_code < 300:
+            logging.info(f"Benchmark {name} created successfully.")
+            return cls.get(resp["id"])
+        else:
+            error_message = f"Benchmark Creation Error: Status {r.status_code} - {resp}"
+            logging.error(error_message)
+            raise Exception(error_message)
 
     @classmethod
     def list_normalization_options(cls, metric: Metric, model: Model) -> List[str]:
@@ -223,21 +234,28 @@ def list_normalization_options(cls, metric: Metric, model: Model) -> List[str]:
             List[str]: List of supported normalization options
         """
         try:
-            url = urljoin(cls.backend_url, f"sdk/benchmarks/normalization-options")
+            url = urljoin(cls.backend_url, "sdk/benchmarks/normalization-options")
             if cls.aixplain_key != "":
                 headers = {"x-aixplain-key": f"{cls.aixplain_key}", "Content-Type": "application/json"}
             else:
                 headers = {"Authorization": f"Token {config.TEAM_API_KEY}", "Content-Type": "application/json"}
             payload = json.dumps({"metricId": metric.id, "modelIds": [model.id]})
             r = _request_with_retry("post", url, headers=headers, data=payload)
             resp = r.json()
-            logging.info(f"Listing Normalization Options: Status of listing options: {resp}")
-            normalization_options = [item["value"] for item in resp]
-            return normalization_options
+
         except Exception as e:
             error_message = f"Listing Normalization Options: Error in getting Normalization Options: {e}"
             logging.error(error_message, exc_info=True)
-            return []
+            raise Exception(error_message)
+
+        if 200 <= r.status_code < 300:
+            logging.info("Listing Normalization Options: ")
+            normalization_options = [item["value"] for item in resp]
+            return normalization_options
+        else:
+            error_message = f"Error listing normalization options: Status {r.status_code} - {resp}"
+            logging.error(error_message)
+            raise Exception(error_message)
 
     @classmethod
     def get_benchmark_job_scores(cls, job_id):
@@ -255,7 +273,8 @@ def __get_model_name(model_id):
             if model.version is not None:
                 name = f"{name}({model.version})"
             return name
+
         benchmarkJob = cls.get_job(job_id)
         scores_df = benchmarkJob.get_scores()
         scores_df["Model"] = scores_df["Model"].apply(lambda x: __get_model_name(x))
-        return scores_df
+        return scores_df

aixplain/factories/corpus_factory.py

@@ -21,7 +21,6 @@
     Corpus Factory Class
 """
 
-import aixplain.utils.config as config
 import aixplain.processes.data_onboarding.onboard_functions as onboard_functions
 import json
 import logging
@@ -86,12 +85,12 @@ def __from_response(cls, response: Dict) -> Corpus:
 
         try:
             license = License(response["license"]["typeId"])
-        except:
+        except Exception:
             license = None
 
         try:
             length = int(response["segmentsCount"])
-        except:
+        except Exception:
             length = None
 
         corpus = Corpus(
@@ -116,17 +115,27 @@ def get(cls, corpus_id: Text) -> Corpus:
         Returns:
             Corpus: Created 'Corpus' object
         """
-        url = urljoin(cls.backend_url, f"sdk/corpora/{corpus_id}/overview")
-        if cls.aixplain_key != "":
-            headers = {"x-aixplain-key": f"{cls.aixplain_key}", "Content-Type": "application/json"}
+        try:
+            url = urljoin(cls.backend_url, f"sdk/corpora/{corpus_id}/overview")
+            if cls.aixplain_key != "":
+                headers = {"x-aixplain-key": f"{cls.aixplain_key}", "Content-Type": "application/json"}
+            else:
+                headers = {"Authorization": f"Token {config.TEAM_API_KEY}", "Content-Type": "application/json"}
+            logging.info(f"Start service for GET Corpus  - {url} - {headers}")
+            r = _request_with_retry("get", url, headers=headers)
+            resp = r.json()
+
+        except Exception as e:
+            error_message = f"Error retrieving Corpus {corpus_id}: {str(e)}"
+            logging.error(error_message, exc_info=True)
+            raise Exception(error_message)
+        if 200 <= r.status_code < 300:
+            logging.info(f"Corpus {corpus_id} retrieved successfully.")
+            return cls.__from_response(resp)
         else:
-            headers = {"Authorization": f"Token {config.TEAM_API_KEY}", "Content-Type": "application/json"}
-        logging.info(f"Start service for GET Corpus  - {url} - {headers}")
-        r = _request_with_retry("get", url, headers=headers)
-        resp = r.json()
-        if "statusCode" in resp and resp["statusCode"] == 404:
-            raise Exception(f"Corpus GET Error: Dataset {corpus_id} not found.")
-        return cls.__from_response(resp)
+            error_message = f"Corpus GET Error: Status {r.status_code} - {resp}"
+            logging.error(error_message)
+            raise Exception(error_message)
 
     @classmethod
     def create_asset_from_id(cls, corpus_id: Text) -> Corpus:
@@ -168,7 +177,7 @@ def list(
         else:
             headers = {"Authorization": f"Token {config.TEAM_API_KEY}", "Content-Type": "application/json"}
 
-        assert 0 < page_size <= 100, f"Corpus List Error: Page size must be greater than 0 and not exceed 100."
+        assert 0 < page_size <= 100, "Corpus List Error: Page size must be greater than 0 and not exceed 100."
         payload = {"pageSize": page_size, "pageNumber": page_number, "sort": [{"field": "createdAt", "dir": -1}]}
 
         if query is not None:
@@ -188,26 +197,38 @@ def list(
                 language = [language]
             payload["language"] = [lng.value["language"] for lng in language]
 
-        logging.info(f"Start service for POST List Corpus - {url} - {headers} - {json.dumps(payload)}")
-        r = _request_with_retry("post", url, headers=headers, json=payload)
-        resp = r.json()
-        corpora, page_total, total = [], 0, 0
-        if "results" in resp:
-            results = resp["results"]
-            page_total = resp["pageTotal"]
-            total = resp["total"]
-            logging.info(f"Response for POST List Corpus - Page Total: {page_total} / Total: {total}")
-            for corpus in results:
-                corpus_ = cls.__from_response(corpus)
-                # add languages
-                languages = []
-                for lng in corpus["languages"]:
-                    if "dialect" not in lng:
-                        lng["dialect"] = ""
-                    languages.append(Language(lng))
-                corpus_.kwargs["languages"] = languages
-                corpora.append(corpus_)
-        return {"results": corpora, "page_total": page_total, "page_number": page_number, "total": total}
+        try:
+            logging.info(f"Start service for POST List Corpus - {url} - {headers} - {json.dumps(payload)}")
+            r = _request_with_retry("post", url, headers=headers, json=payload)
+            resp = r.json()
+
+        except Exception as e:
+            error_message = f"Error listing corpora: {str(e)}"
+            logging.error(error_message, exc_info=True)
+            raise Exception(error_message)
+
+        if 200 <= r.status_code < 300:
+            corpora, page_total, total = [], 0, 0
+            if "results" in resp:
+                results = resp["results"]
+                page_total = resp["pageTotal"]
+                total = resp["total"]
+                logging.info(f"Response for POST List Corpus - Page Total: {page_total} / Total: {total}")
+                for corpus in results:
+                    corpus_ = cls.__from_response(corpus)
+                    # add languages
+                    languages = []
+                    for lng in corpus["languages"]:
+                        if "dialect" not in lng:
+                            lng["dialect"] = ""
+                        languages.append(Language(lng))
+                    corpus_.kwargs["languages"] = languages
+                    corpora.append(corpus_)
+            return {"results": corpora, "page_total": page_total, "page_number": page_number, "total": total}
+        else:
+            error_message = f"Corpus List Error: Status {r.status_code} - {resp}"
+            logging.error(error_message)
+            raise Exception(error_message)
 
     @classmethod
     def get_assets_from_page(
@@ -245,7 +266,7 @@ def create(
         functions: List[Function] = [],
         privacy: Privacy = Privacy.PRIVATE,
         error_handler: ErrorHandler = ErrorHandler.SKIP,
-        api_key: Optional[Text] = None
+        api_key: Optional[Text] = None,
     ) -> Dict:
         """Asynchronous call to Upload a corpus to the user's dashboard.