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ydataai / ydata-synthetic

Synthetic data generators for tabular and time-series data
https://docs.synthetic.ydata.ai
MIT License
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related to ydata-sdk Synthesizer model #291

Open range-yugen opened 1 year ago

range-yugen commented 1 year ago

Describe the bug we are using the y_data synthesiser for almost 2 months to generate synthetic data. but for the last 3 days, it is not able to train "ydata-sdk Synthesizer" model. we try to train other models like gan, ctgan etc. in it which are training perfectly and can generate synthetic data from those trained models but this is not possible with ydata-sdk Synthesizer model.

To Reproduce Steps to reproduce the behavior:

  1. run stramlit app
  2. click on Train a synthesizer
  3. select csv file and numericals and categorical columns
  4. select your model = ydata-sdk Synthesizer
  5. provide SDK Token from YData account (showing valid, green tick)
  6. click on "click here to start the training process"
  7. see the error

Expected behavior earlier there was no such error when using ydata-sdk Synthesizer model. and able to generate synthetic data easily.

Screenshots image

Desktop (please complete the following information):

Additional context library version, which i am using Package Version

absl-py 1.4.0 aiofiles 22.1.0 aiosqlite 0.18.0 altair 4.1.0 anyio 3.5.0 argon2-cffi 21.3.0 argon2-cffi-bindings 21.2.0 asttokens 2.0.5 astunparse 1.6.3 atomicwrites 1.4.1 attrs 22.1.0 Babel 2.11.0 backcall 0.2.0 beautifulsoup4 4.12.2 bleach 4.1.0 blinker 1.4 Bottleneck 1.3.5 brotlipy 0.7.0 cachetools 4.2.2 certifi 2023.5.7 cffi 1.15.1 charset-normalizer 2.0.4 click 8.0.4 cloudpickle 2.2.1 colorama 0.4.6 comm 0.1.2 contourpy 1.1.0 cryptography 39.0.1 ctgan 0.7.3 cycler 0.11.0 dacite 1.8.1 data 0.4 debugpy 1.5.1 decorator 5.1.1 defusedxml 0.7.1 dm-tree 0.1.8 dython 0.5.1 easydict 1.10 entrypoints 0.4 exceptiongroup 1.1.2 executing 0.8.3 Faker 18.11.2 fastjsonschema 2.16.2 filelock 3.12.2 flatbuffers 23.5.26 fonttools 4.40.0 funcsigs 1.0.2 gast 0.4.0 gitdb 4.0.7 GitPython 3.1.30 google-auth 2.21.0 google-auth-oauthlib 0.4.6 google-pasta 0.2.0 grpcio 1.56.0 h11 0.14.0 h5py 3.9.0 htmlmin 0.1.12 httpcore 0.16.3 httpx 0.23.3 idna 3.4 ImageHash 4.3.1 importlib-metadata 6.0.0 iniconfig 2.0.0 ipykernel 6.19.2 ipython 8.12.0 ipython-genutils 0.2.0 ipywidgets 8.0.4 jedi 0.18.1 Jinja2 3.1.2 joblib 1.3.1 json5 0.9.6 jsonschema 4.17.3 jupyter 1.0.0 jupyter_client 8.1.0 jupyter-console 6.6.3 jupyter_core 5.3.0 jupyter-events 0.6.3 jupyter_server 2.5.0 jupyter_server_fileid 0.9.0 jupyter_server_terminals 0.4.4 jupyter_server_ydoc 0.8.0 jupyter-ydoc 0.2.4 jupyterlab 3.6.3 jupyterlab-pygments 0.1.2 jupyterlab_server 2.22.0 jupyterlab-widgets 3.0.5 keras 2.11.0 kiwisolver 1.4.4 libclang 16.0.0 lxml 4.9.2 Markdown 3.4.3 markdown-it-py 2.2.0 MarkupSafe 2.1.1 matplotlib 3.6.3 matplotlib-inline 0.1.6 mdurl 0.1.0 mistune 0.8.4 mkl-fft 1.3.6 mkl-random 1.2.2 mkl-service 2.4.0 mpmath 1.3.0 multimethod 1.9.1 nb-conda-kernels 2.3.1 nbclassic 0.5.5 nbclient 0.5.13 nbconvert 6.5.4 nbformat 5.7.0 nest-asyncio 1.5.6 networkx 3.1 notebook 6.5.4 notebook_shim 0.2.2 numexpr 2.8.4 numpy 1.23.5 oauthlib 3.2.2 opt-einsum 3.3.0 packaging 21.3 pandas 2.0.3 pandas-profiling 3.6.6 pandocfilters 1.5.0 parso 0.8.3 patsy 0.5.3 phik 0.12.3 pickleshare 0.7.5 Pillow 9.4.0 pip 23.1.2 platformdirs 2.5.2 pluggy 1.2.0 ply 3.11 pmlb 1.0.1.post3 prettytable 3.6.0 prometheus-client 0.14.1 prompt-toolkit 3.0.36 protobuf 3.19.6 psutil 5.9.0 pure-eval 0.2.2 py 1.11.0 pyarrow 11.0.0 pyasn1 0.5.0 pyasn1-modules 0.3.0 pycparser 2.21 pydantic 1.10.9 pydeck 0.7.1 Pygments 2.15.1 Pympler 0.9 pyOpenSSL 23.0.0 pyparsing 3.1.0 PyQt5 5.15.7 PyQt5-sip 12.11.0 pyrsistent 0.18.0 PySocks 1.7.1 pytest 6.2.5 python-dateutil 2.8.2 python-json-logger 2.0.7 pytz 2022.7 PyWavelets 1.4.1 pywin32 305.1 pywinpty 2.0.10 PyYAML 6.0 pyzmq 25.1.0 qtconsole 5.4.2 QtPy 2.2.0 rdt 1.5.0 requests 2.30.0 requests-oauthlib 1.3.1 rfc3339-validator 0.1.4 rfc3986 1.5.0 rfc3986-validator 0.1.1 rich 13.3.5 rsa 4.9 scikit-learn 1.2.2 scipy 1.10.1 seaborn 0.11.1 semver 2.13.0 Send2Trash 1.8.0 setuptools 67.8.0 sip 6.6.2 six 1.16.0 smmap 4.0.0 sniffio 1.2.0 soupsieve 2.4 stack-data 0.2.0 statsmodels 0.14.0 streamlit 1.16.0 streamlit-pandas-profiling 0.1.3 sympy 1.12 table-evaluator 1.4.2 tangled-up-in-unicode 0.2.0 tensorboard 2.11.2 tensorboard-data-server 0.6.1 tensorboard-plugin-wit 1.8.1 tensorflow 2.11.1 tensorflow-estimator 2.11.0 tensorflow-intel 2.11.1 tensorflow-io-gcs-filesystem 0.31.0 tensorflow-probability 0.19.0 termcolor 2.3.0 terminado 0.17.1 threadpoolctl 3.1.0 tinycss2 1.2.1 toml 0.10.2 tomli 2.0.1 toolz 0.12.0 torch 2.0.1 tornado 6.2 tqdm 4.65.0 traitlets 5.7.1 typeguard 2.13.3 typing_extensions 4.6.3 tzdata 2023.3 tzlocal 2.1 urllib3 1.26.16 validators 0.18.2 visions 0.7.5 watchdog 2.1.6 wcwidth 0.2.5 webencodings 0.5.1 websocket-client 0.58.0 Werkzeug 2.3.6 wheel 0.38.4 widgetsnbextension 4.0.5 win-inet-pton 1.1.0 wordcloud 1.9.2 wrapt 1.15.0 y-py 0.5.9 ydata 0.2 ydata-core 0.3.0 ydata-datascience 0.3.0 ydata-profiling 4.3.1 ydata-sdk 0.6.0 ydata-synthetic 1.2.0 ypy-websocket 0.8.2 zipp 3.11.0

gmartinsribeiro commented 3 weeks ago

Thanks for bringing this to our attention. While we troubleshoot the issue please use Fabric directly - easier GUI for you to use the best performing models.