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🐢 Open-Source Evaluation & Testing framework for LLMs and ML models

License: Apache License 2.0

Shell 0.04% JavaScript 1.79% HTML 0.87% CSS 0.51% Python 96.80%

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imachraoui vrathikoun viphonerathikoun alexcombessie qgk75 lioncowlionant snejlalelu lodovicoazzini caglayantuna manesah sammous bonells96 elias-ba marouaneamz princyiakov dsc-nsut p4puniya afnanamin oliviercavadenti rand-km amottier stavares843 02bx alexfhgit stygmates briefercloud zhuang-jc teddbot 00mjk fraware iq-scm ag-iitb khushiyant andreybavt giskard-ai abdellahgoplatform superf0sh logp aimldstejas rserran sriraj22 pkhoueiry shremonk geeks-sid syflex ruffy-369 chicks2014 dsivaji manu87ds 5l1v3r1 tonywhite11 aucan uberguidoz pascal-anene zhangxuhong raaj1v sachelsout jackiedlh pactortester f901107 ammarfahmy techthiyanes zhixitee kranium2002 olivierbinette alexandrebouchez cemeiq olujerry alexrogalskiy josiah-adesola qodestackr kozakroman syedluqman sagar118 mvandermeulen mubbashir magnumical magedhelmy1 kanthgithub urbnshire transparentapi kalhosni dpedwards abtuo advit200 hughjafro mz0in rkp64 tuhinmallick allthingsllm drasaadmoosa dsamuelhodge javiervicho basebuild17 aoai-1986 gilvbp qxzsilver1 choltha charleneleong-ai mthad

giskard's Issues

Error in metamorphic decreasing number of perturbed row show wrong results

GSK-352

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Project: Giskard
Reporter: jmjm
Created: 2022-11-14

Migrate YouTrack to Github

GSK-396

Project: Giskard
Reporter: aavtomonov
Created: 2022-12-05

Merge giskard-client back into main repo

GSK-327

Project: Giskard
Reporter: alex
Created: 2022-10-26

Change the error message: doc link is not updated anymore

GSK-386

the configuration page changes in the doc. Instead of "To install it, refer to...", put "To have more information on ML Worker, please see: https://docs.giskard.ai/start/guides/installation/ml-worker

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Project: Giskard
Reporter: jmjm
Created: 2022-11-24

Open simple API to execute test in v1

GSK-332

Project: Giskard
Reporter: alex
Created: 2022-11-01

Impossible to delete datasets that are already in use in Giskard

GSK-284

To reproduce the problem, you can try to delete the datasets here : https://dev.giskard.ai/main/projects/191/datasets

Project: Giskard
Reporter: jmjm
Created: 2022-09-13

In GCP workbench, !pip install zstandard==0.15.2 does not work

GSK-385

giskard is not installable in GCP workbench "managed notebook". It is only installable with "user managed notebooks". Here is the error:

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The problem is coming from zstandard==0.15.2. Maybe upgrade to 0.19

Project: Giskard
Reporter: jmjm
Created: 2022-11-24

Error in upload_model_and_df when target value is not declared in column_types

🐛 Bug Report

When I am trying to run upload_model_and_df function, I get an error : KeyError: 'default' since I did not declare target value in column_types . But this behavior was supported in the previous version.

🔬 How To Reproduce

Steps to reproduce the behavior:

Select Giskard Credit Scoring Demo Notebook
Remove 'default' column from column_types
column_types = {'account_check_status':"category",
'duration_in_month':"numeric",
'credit_history':"category",
'purpose':"category",
'credit_amount':"numeric",
'savings':"category",
'present_employment_since':"category",
'installment_as_income_perc':"numeric",
'sex':"category",
'personal_status':"category",
'other_debtors':"category",
'present_residence_since':"numeric",
'property':"category",
'age':"numeric",
'other_installment_plans':"category",
'housing':"category",
'credits_this_bank':"numeric",
'job':"category",
'people_under_maintenance':"numeric",
'telephone':"category",
'foreign_worker':"category"}
Run the Notebook after updating your Token

Environment

OS: macOS
Python version, get it with: 3.9.7
giskard PYPI version : 1.7.0
giskard app version : 1.3.0
--

### Screenshots

📈 Expected behavior : Should be able to upload model and data without declaring target in column_types like in the previous version

📎 Stack Trace

/Users/princyiakov/opt/anaconda3/lib/python3.9/site-packages/giskard/client/project.py:634: UserWarning: Feature 'people_under_maintenance' is declared as 'numeric' but has 2 (<= nuniques_category=2) distinct values. Are you sure it is not a 'category' feature?
  warning(
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
/var/folders/kp/fq5v4zt954n8wtmwm0n_n0j80000gn/T/ipykernel_60553/2045684294.py in <module>
----> 1 credit_scoring.upload_model_and_df(
      2     prediction_function=clf_logistic_regression.predict_proba, # Python function which takes pandas dataframe as input and returns probabilities for classification model OR returns predictions for regression model
      3     model_type='classification', # "classification" for classification model OR "regression" for regression model
      4     df=test_data, # the dataset you want to use to inspect your model
      5     column_types=column_types, # A dictionary with columns names of df as key and types(category, numeric, text) of columns as values

~/opt/anaconda3/lib/python3.9/site-packages/giskard/client/project.py in upload_model_and_df(self, prediction_function, model_type, df, column_types, feature_names, target, model_name, dataset_name, classification_threshold, classification_labels)
    388         """
    389         self.analytics.track("Upload model and dataset")
--> 390         data, raw_column_types = self._validate_and_compress_data(column_types, df, target)
    391         classification_labels, model = self._validate_model(
    392             classification_labels,

~/opt/anaconda3/lib/python3.9/site-packages/giskard/client/project.py in _validate_and_compress_data(self, column_types, df, target)
    329         self.validate_columns_columntypes(df, column_types, target)
    330         self._validate_column_types(column_types)
--> 331         self._validate_column_categorization(df, column_types)
    332         raw_column_types = df.dtypes.apply(lambda x: x.name).to_dict()
    333         data = compress(save_df(df))

~/opt/anaconda3/lib/python3.9/site-packages/giskard/client/project.py in _validate_column_categorization(df, feature_types)
    630         for column in df.columns:
    631             if nuniques[column] <= nuniques_category and \
--> 632                     (feature_types[column] == SupportedColumnType.NUMERIC.value or \
    633                      feature_types[column] == SupportedColumnType.TEXT.value):
    634                 warning(

KeyError: 'default'

Manual Test Plan: python 3.10

GSK-347

https://www.notion.so/giskard/Manual-Test-Plan-1416550d02594764baa0c12f2bd3abe6

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-08

Make all the tests that are automatically generated from demo projects work

GSK-342

Especially metamophic tests (tests for citibeats for example) from automatic testing are not working for ENRON Demo project. See comments in GSK-321

Project: Giskard
Reporter: jmjm
Created: 2022-11-08

update notebooks with the external ml-worker implementation

GSK-322

from giskard import GiskardClient
giskard worker start -d

Project: Giskard
Reporter: princy
Created: 2022-10-17

Add more unit tests to cover error scenarios in giskard-client

GSK-301

add more unit tests to cover error scenarios in giskard-client

Project: Giskard
Reporter: princy
Created: 2022-09-30

Investigate how people can detach but have logs in the notebook

GSK-376

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-17

H2O models unable to unpickle on Giskard

GSK-388

github-issue: #374

Project: Giskard
Reporter: rabah
Created: 2022-11-28

TFAutoModel has issues while unpickling

GSK-285

TFAutomodel does not have the .bert function of TFBertModel which solves the known unpicking issue (huggingface/transformers#3627) forcing the users to use only TFBertModel instead of TFAutomodel. This is NOT OUR BUG but we will face integration issues in future. Creating card to keep track of the issue.

Project: Giskard
Reporter: princy
Created: 2022-09-16

Unable to pickle or unpickle model on Giskard (tensorflow==2.11.0)

GSK-382

linked to: https://giskard.youtrack.cloud/agiles/121-12/current?issue=GSK-347

![](Screenshot 2022-11-22 at 14.41.21.png){width=70%}

I'm getting this error when trying to inspect

Project: Giskard
Reporter: rabah
Created: 2022-11-22

Dataset deleted from backend but still displayed on frontend

GSK-297

Dataset has been deleted from the backend but is still displayed on the frontend .

To replicate the issu : https://dev.giskard.ai/main/projects/191/datasets

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Project: Giskard
Reporter: princy
Created: 2022-09-28

tensorflow-text doesnt work unless imported in grpc_mapper.py

GSK-286

tensorflow-text is an important library in NLP and it requires to be imported in the file where the model is unpickled which requires us to add tensorflow in giskard package which would increase the docker image size.

Here is the notebook to reproduce the error https://colab.research.google.com/drive/1SBitRY5Fc_fwwHBhZwqE0jwUntavi3Qy

Project: Giskard
Reporter: princy
Created: 2022-09-16

Remove "delete test suite" button from test screen

GSK-353

C’est deux boutons identiques sont dangereux. Y a moyen pour cette release de demander à Thomas de supprimer le bouton “detete test suite”

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-14

test_diff* tests fail with zero division if there are no correct predictions for the dataset

GSK-391

instead of throwing an exception a test should fail with a human-readable message

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-29

Check if we can exectute test and explanation at the same time

GSK-373

Quand on execute un test, alors que l'explanation travaille. Il y a un message d'erreur. Put Lime with a big sample value and check if tet are executable

Project: Giskard
Reporter: jmjm
Created: 2022-11-17

HuggingFace POC

GSK-271

deploy it on HF side

Project: Giskard
Reporter: alex
Created: 2022-09-08

Email Classification Demo Logistic Regression Model throws error while running on docker

GSK-384

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Project: Giskard
Reporter: princy
Created: 2022-11-23

Where is Giskard issue tracker?

We use YouTrack to log and track our issues.

Reduce default number of lime samples for enron project

GSK-356

Actually, running lime by default on enron with the pytorch model is pretty long (~30mn). We will switch from 500 to 5 repetitions

Project: Giskard
Reporter: thomasabou
Created: 2022-11-15

Improve the error log of `_validate_model_is_pickleable`

GSK-387

Expanding the model upload error to:

ValueError: Unable to pickle or unpickle model on Giskard -- check if the uploaded model is supported by Giskard: https://docs.giskard.ai/verified-models for more info

related to: #374

and: https://giskard.youtrack.cloud/agiles/121-12/current?issue=GSK-336

Project: Giskard
Reporter: rabah
Created: 2022-11-28

Make LIME categories searcheable

GSK-394

Max from Unifai:

Ah et autre feedback d’UI <@U02GW359JDV>: quand je veux tester un autre label pour le lime, par exemple le actual au lieu du predicted, et que j’ai beaucoup de labels, je suis obligé de scroller pour le trouver.

ça serait pas mal une petite search, là j’en ai 697, et pour trouver le bon code c’est rock’n’roll

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Project: Giskard
Reporter: aavtomonov
Created: 2022-12-02

Create a 80% rule (Disparate impact) as a test (Pareto rule)

GSK-278

If the average probability between men and female is different than 0.1, make the test fail

Check if the process of https://www.notion.so/giskard/Contributing-a-test-in-Giskard-repo-8280ad1b921a4088bd31e751400987b1 is working

Project: Giskard
Reporter: jmjm
Created: 2022-09-12

get rid of Lime html generation

GSK-355

currently we call text_explainer.show_prediction to generate Lime explanations. It requires us to install ipython just to be able to generate HTML on top of raw Lime values.

Instead of adding ipython dependency we should visualize lime values on the frontend

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-14

Tensorflow model integration with Adam optimizer: IMDB notebook

GSK-273

@aavtomonov: to verify this card I would need that gsk supports : tensorrflow, tensorflow text

Project: Giskard
Reporter: jmjm
Created: 2022-09-09

Slice management

GSK-338

Project: Giskard
Reporter: jmjm
Created: 2022-11-07

Triggered an assert when reduced dataset of ENRON

GSK-362

When we reduced the datasets of ENRON down to 10, it triggered the following assert:

            assert not len(
                non_declared_categories
            ), f'Predicted classes don\'t exist in the dataset "{actual_slice.target}" column: {non_declared_categories}'

giving:

  File "/Users/rak/Documents/giskard-client/giskard/ml_worker/testing/performance_tests.py", line 61, in test_auc
    ), f'Predicted classes don\'t exist in the dataset "{actual_slice.target}" column: {non_declared_categories}'
AssertionError: Predicted classes don't exist in the dataset "Target" column: {'INTERNAL'}

that's because the reduced dataset's target didn't cover all the possible outputs that exist in the full dataset, and more specifically that are predicted by the model.

This causes only the AUC test to fail.

Best solution: we should be more careful in the way we reduce the dataset and redo the exercise by picking entries that have all the possible labels.

linked to https://giskard.youtrack.cloud/issue/GSK-342/Make-all-the-tests-that-are-automatically-generated-from-demo-projects-work

Project: Giskard
Reporter: rabah
Created: 2022-11-15

A check to warn the user of implementing a categorical feature as numeric one

GSK-325

Project: Giskard
Reporter: rabah
Created: 2022-10-20

Need to package Giskard as a single Docker image

GSK-392

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-30

Auto-generated project key doesn't meet validation

🐛 Bug Report

The automatically generated project key replaces spaces with dashes. The project key validation doesn't allow the field to have dashes.

🔬 How To Reproduce

Steps to reproduce the behavior:

Open the dashboard and log in with your account;
Go to Projects;
Create a new project;
Type a project name containing spaces;
Don't edit the auto-generated project key;
Click on SAVE.

Screenshots

Class based model upload

GSK-336

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-07

No 'good first issues'.

No Good First Issues.

As a budding community, it's necessary to attract the new talent towards one's organisation. And 'G.F.I.' is the best practice to do that. But I didn't find any such issues.

📎 Additional context

A few good first issues can be:

Modifying the documentations.
Updating tags such as version, Licence etc in the readme.md and other documents whenever there's a new update.
Adding hyperlinks to the necessary models (such as PyTorch, TensorFlow etc) to make the docs more interactive.
Adding operating demos about a particular feature.
Other issues that are time consuming but simple and easy.
As long as there's something for the newcomers to do... The community will grow.

Give an explicit error message for get_project when the projet-id does not exist

GSK-313

Today when we execute get_project when the project id is not created it returns the following error message

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Project: Giskard
Reporter: jmjm
Created: 2022-10-10

Change the location of the RUN button in the test creation window

GSK-374

Le bouton RUN du test est pas accessible , il faut scroller

Project: Giskard
Reporter: jmjm
Created: 2022-11-17

Run all tests fail on sentiment analysis model for Python 3.7 on mac

GSK-364

Setup: Giskard installed on SoYouStart: http://ns3031812.ip-188-165-228.eu:19000/main/projects/42/test-suites/49/

ML worker running on macOS Python 3.7 with Rosetta

Here are the ML worker logs:

2022-11-15 22:47:00,218 pid:40900 MainThread giskard.cli  INFO     Starting ML Worker client
2022-11-15 22:47:00,218 pid:40900 MainThread giskard.cli  INFO     Python: /Users/alexcombessie/Github/giskard-examples/venv/bin/python3.7 (3.7.13)
2022-11-15 22:47:00,219 pid:40900 MainThread giskard.cli  INFO     Giskard Home: /Users/alexcombessie/giskard-home
2022-11-15 22:47:02,364 pid:40900 MainThread giskard.ml_worker.ml_worker INFO     Started ML Worker server on port 62633
2022-11-15 22:47:02,365 pid:40900 MainThread giskard.ml_worker.ml_worker INFO     Remote server host and port are specified, connecting as an external ML Worker
2022-11-15 22:47:02,365 pid:40900 MainThread giskard.ml_worker.bridge.ml_worker_bridge INFO     Connecting to ns3031812.ip-188-165-228.eu:40051
2022-11-15 22:47:02,420 pid:40900 MainThread giskard.ml_worker.bridge.ml_worker_bridge INFO     Connected to Giskard server ns3031812.ip-188-165-228.eu:40051
2022-11-15 22:47:07,484 pid:40900 ThreadPoolExecutor-0_2 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,501 pid:40900 ThreadPoolExecutor-0_3 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,503 pid:40900 ThreadPoolExecutor-0_0 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,517 pid:40900 ThreadPoolExecutor-0_7 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,529 pid:40900 ThreadPoolExecutor-0_1 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,544 pid:40900 ThreadPoolExecutor-0_11 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,545 pid:40900 ThreadPoolExecutor-0_12 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,561 pid:40900 ThreadPoolExecutor-0_9 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,561 pid:40900 ThreadPoolExecutor-0_21 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,577 pid:40900 ThreadPoolExecutor-0_5 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,838 pid:40900 ThreadPoolExecutor-0_24 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.261245
2022-11-15 22:47:07,840 pid:40900 ThreadPoolExecutor-0_0 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.279598
2022-11-15 22:47:07,843 pid:40900 ThreadPoolExecutor-0_2 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.308509
2022-11-15 22:47:07,843 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:07,845 pid:40900 ThreadPoolExecutor-0_6 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.310792
2022-11-15 22:47:07,847 pid:40900 ThreadPoolExecutor-0_16 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.253726
2022-11-15 22:47:07,849 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:07,850 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:07,851 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:07,851 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:07,903 pid:40900 ThreadPoolExecutor-0_20 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,917 pid:40900 ThreadPoolExecutor-0_21 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,918 pid:40900 ThreadPoolExecutor-0_10 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,934 pid:40900 ThreadPoolExecutor-0_24 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,934 pid:40900 ThreadPoolExecutor-0_2 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,954 pid:40900 ThreadPoolExecutor-0_39 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.019753
2022-11-15 22:47:07,954 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:07,957 pid:40900 ThreadPoolExecutor-0_26 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,957 pid:40900 ThreadPoolExecutor-0_17 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:07,976 pid:40900 ThreadPoolExecutor-0_18 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.020004
2022-11-15 22:47:07,977 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:07,979 pid:40900 ThreadPoolExecutor-0_28 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:07,999 pid:40900 ThreadPoolExecutor-0_8 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.020348
2022-11-15 22:47:08,000 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,020 pid:40900 ThreadPoolExecutor-0_14 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.019028
2022-11-15 22:47:08,020 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,022 pid:40900 ThreadPoolExecutor-0_20 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,037 pid:40900 ThreadPoolExecutor-0_33 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,045 pid:40900 ThreadPoolExecutor-0_10 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,069 pid:40900 ThreadPoolExecutor-0_36 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018241
2022-11-15 22:47:08,069 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,071 pid:40900 ThreadPoolExecutor-0_16 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,071 pid:40900 ThreadPoolExecutor-0_6 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,088 pid:40900 ThreadPoolExecutor-0_24 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,088 pid:40900 ThreadPoolExecutor-0_40 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,106 pid:40900 ThreadPoolExecutor-0_7 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018054
2022-11-15 22:47:08,107 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,108 pid:40900 ThreadPoolExecutor-0_26 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,127 pid:40900 ThreadPoolExecutor-0_18 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018522
2022-11-15 22:47:08,127 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,146 pid:40900 ThreadPoolExecutor-0_45 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.017542
2022-11-15 22:47:08,146 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,148 pid:40900 ThreadPoolExecutor-0_11 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,162 pid:40900 ThreadPoolExecutor-0_22 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,162 pid:40900 ThreadPoolExecutor-0_14 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,175 pid:40900 ThreadPoolExecutor-0_9 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,177 pid:40900 ThreadPoolExecutor-0_23 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,197 pid:40900 ThreadPoolExecutor-0_49 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.020026
2022-11-15 22:47:08,197 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,200 pid:40900 ThreadPoolExecutor-0_33 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,219 pid:40900 ThreadPoolExecutor-0_21 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.019226
2022-11-15 22:47:08,219 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,220 pid:40900 ThreadPoolExecutor-0_35 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,239 pid:40900 ThreadPoolExecutor-0_36 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018733
2022-11-15 22:47:08,240 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,241 pid:40900 ThreadPoolExecutor-0_37 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,253 pid:40900 ThreadPoolExecutor-0_41 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,275 pid:40900 ThreadPoolExecutor-0_42 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.019104
2022-11-15 22:47:08,275 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,277 pid:40900 ThreadPoolExecutor-0_26 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,277 pid:40900 ThreadPoolExecutor-0_18 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,290 pid:40900 ThreadPoolExecutor-0_44 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,309 pid:40900 ThreadPoolExecutor-0_8 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018262
2022-11-15 22:47:08,309 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,311 pid:40900 ThreadPoolExecutor-0_11 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,331 pid:40900 ThreadPoolExecutor-0_30 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.020889
2022-11-15 22:47:08,332 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,333 pid:40900 ThreadPoolExecutor-0_47 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,346 pid:40900 ThreadPoolExecutor-0_22 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:08,365 pid:40900 ThreadPoolExecutor-0_20 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018886
2022-11-15 22:47:08,365 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:08,366 pid:40900 ThreadPoolExecutor-0_9 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:08,397 pid:40900 ThreadPoolExecutor-0_23 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.017651
2022-11-15 22:47:08,397 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:16,928 pid:40900 ThreadPoolExecutor-0_25 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:16,945 pid:40900 ThreadPoolExecutor-0_38 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:16,949 pid:40900 ThreadPoolExecutor-0_24 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:16,961 pid:40900 ThreadPoolExecutor-0_7 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:16,966 pid:40900 ThreadPoolExecutor-0_19 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:16,995 pid:40900 ThreadPoolExecutor-0_40 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.027576
2022-11-15 22:47:16,995 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:16,997 pid:40900 ThreadPoolExecutor-0_29 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:16,998 pid:40900 ThreadPoolExecutor-0_43 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:17,019 pid:40900 ThreadPoolExecutor-0_45 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.020985
2022-11-15 22:47:17,019 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:17,021 pid:40900 ThreadPoolExecutor-0_12 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:17,040 pid:40900 ThreadPoolExecutor-0_11 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.019098
2022-11-15 22:47:17,040 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:17,042 pid:40900 ThreadPoolExecutor-0_4 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:17,061 pid:40900 ThreadPoolExecutor-0_14 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.019765
2022-11-15 22:47:17,062 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:17,064 pid:40900 ThreadPoolExecutor-0_15 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:17,078 pid:40900 ThreadPoolExecutor-0_34 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:17,099 pid:40900 ThreadPoolExecutor-0_3 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018919
2022-11-15 22:47:17,100 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:17,101 pid:40900 ThreadPoolExecutor-0_36 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:17,101 pid:40900 ThreadPoolExecutor-0_25 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:17,116 pid:40900 ThreadPoolExecutor-0_16 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:17,135 pid:40900 ThreadPoolExecutor-0_41 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018976
2022-11-15 22:47:17,135 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:17,137 pid:40900 ThreadPoolExecutor-0_27 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:17,156 pid:40900 ThreadPoolExecutor-0_17 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.019178
2022-11-15 22:47:17,156 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/grpc_mapper.py", line 23, in deserialize_model
    ZstdDecompressor().stream_reader(model_stream)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/cloudpickle/cloudpickle.py", line 649, in subimport
    __import__(name)
ModuleNotFoundError: No module named 'torch.tensor'
2022-11-15 22:47:17,158 pid:40900 ThreadPoolExecutor-0_19 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/datasets/data_43.zst
2022-11-15 22:47:17,172 pid:40900 ThreadPoolExecutor-0_43 giskard.ml_worker.server.ml_worker_service INFO     File already exists: /Users/alexcombessie/giskard-home/projects/sentiment_analysis/models/model_44.zst
2022-11-15 22:47:17,190 pid:40900 ThreadPoolExecutor-0_45 giskard.ml_worker.utils.logging INFO     giskard.ml_worker.utils.grpc_mapper.deserialize_model executed in 0:00:00.018524
2022-11-15 22:47:17,190 pid:40900 MainThread grpc._cython.cygrpc ERROR    Unexpected [ModuleNotFoundError] raised by servicer method [/worker.MLWorker/runTest]
Traceback (most recent call last):
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 682, in grpc._cython.cygrpc._handle_exceptions
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 796, in _handle_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 547, in _handle_unary_unary_rpc
  File "src/python/grpcio/grpc/_cython/_cygrpc/aio/server.pyx.pxi", line 411, in _finish_handler_with_unary_response
  File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/server/ml_worker_service.py", line 136, in runTest
    model = deserialize_model(request.model)
  File "/Users/alexcombessie/Github/giskard-examples/venv/lib/python3.7/site-packages/giskard/ml_worker/utils/logging.py", line 74,

Add spinner to the login page

GSK-331

Project: Giskard
Reporter: aavtomonov
Created: 2022-10-31

remove feature_names in the upload of model

GSK-390

Problem with unifai, column_names has variable

Feedback by unifai

'fatearesnames" is redudundant with "feature names"

"people forget to put metadata column in column-names"

Project: Giskard
Reporter: jmjm
Created: 2022-11-29

H2O models unable to unpickle on Giskard

🐛 Bug Report

The bug occurs during _validate_model_is_pickleable of H2OAutoML:

---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
~/Documents/giskard-client/.venv/lib/python3.7/site-packages/giskard/client/project.py in _validate_model_is_pickleable(prediction_function)
    674             pickled_model = cloudpickle.dumps(prediction_function)
--> 675             unpickled_model = cloudpickle.loads(pickled_model)
    676         except Exception:

TypeError: __new__() missing 1 required positional argument: 'keyvals'

During handling of the above exception, another exception occurred:

ValueError                                Traceback (most recent call last)
<ipython-input-55-c024ce4c5c6b> in <module>
     34     classification_labels=['Yes','No'],
     35     model_name='test_model',
---> 36     dataset_name='test_data'
     37     )

~/Documents/giskard-client/.venv/lib/python3.7/site-packages/giskard/client/project.py in upload_model_and_df(self, prediction_function, model_type, df, column_types, feature_names, target, model_name, dataset_name, classification_threshold, classification_labels)
    396             prediction_function,
    397             target,
--> 398             df,
    399         )
    400         data_res = self._post_data(column_types, data, dataset_name, raw_column_types, target)

~/Documents/giskard-client/.venv/lib/python3.7/site-packages/giskard/client/project.py in _validate_model(self, classification_labels, classification_threshold, feature_names, model_type, prediction_function, target, validate_df)
    222             validate_df,
    223     ):
--> 224         prediction_function = self._validate_model_is_pickleable(prediction_function)
    225         transformed_pred_func = self.transform_prediction_function(
    226             prediction_function, feature_names

~/Documents/giskard-client/.venv/lib/python3.7/site-packages/giskard/client/project.py in _validate_model_is_pickleable(prediction_function)
    675             unpickled_model = cloudpickle.loads(pickled_model)
    676         except Exception:
--> 677             raise ValueError("Unable to pickle or unpickle model on Giskard")
    678         return unpickled_model
    679 

ValueError: Unable to pickle or unpickle model on Giskard

🔬 How To Reproduce

Run the following script: -- (TBD)

Environment

Environment independent problem, but tried on: Windows / macOS.
Python version independent problem, but tried with both 3.7 and 3.10

📎 Additional context

Similar mentions by other people too (like https://groups.google.com/g/h2ostream/c/FaJm57Rbkmg?pli=1)
One of the proposed solution (to be tested) is to:

use the internal save_model function in H2O,
load it in to python as a binary object,
pickle the binary instead.

Line 10 in 92d1deb

import ai.giskard.worker.*;

httpretty conflict with other libraries needing connection

GSK-395

Project: Giskard
Reporter: rabah
Created: 2022-12-02

Error in Explanation of a pytorch NLP model

GSK-393

I'm currently getting the following error when attempting to explain a NLP model:

Traceback (most recent call last):
  File "/Users/rak/Documents/giskard/python-client/giskard/ml_worker/core/model_explanation.py", line 67, in explain_text
    text_explainer.fit(text_document, prediction_function)
  File "/Users/rak/Documents/giskard/python-client/.venv/lib/python3.7/site-packages/eli5/lime/lime.py", line 265, in fit
    random_state=self.rng_
  File "/Users/rak/Documents/giskard/python-client/.venv/lib/python3.7/site-packages/eli5/lime/lime.py", line 367, in _train_local_classifier
    random_state=rng)
  File "/Users/rak/Documents/giskard/python-client/.venv/lib/python3.7/site-packages/eli5/lime/utils.py", line 32, in fit_proba
    random_state=random_state,
  File "/Users/rak/Documents/giskard/python-client/.venv/lib/python3.7/site-packages/eli5/lime/utils.py", line 111, in expanded_X_y_sample_weights
    sample_weight
  File "/Users/rak/Documents/giskard/python-client/.venv/lib/python3.7/site-packages/eli5/lime/utils.py", line 145, in expand_dataset
    for label in rng.choice(classes, size=factor, p=probs):
  File "mtrand.pyx", line 937, in numpy.random.mtrand.RandomState.choice
ValueError: probabilities are not non-negative

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/Users/rak/Documents/giskard/python-client/giskard/ml_worker/utils/error_interceptor.py", line 43, in wrapper
    res = behavior(request, context)
  File "/Users/rak/Documents/giskard/python-client/giskard/ml_worker/server/ml_worker_service.py", line 182, in explainText
    html_response = explain_text(model, input_df, text_column, text_document, n_samples)._repr_html_()
  File "/Users/rak/Documents/giskard/python-client/giskard/ml_worker/utils/logging.py", line 74, in wrap
    result = fn(*args, **kw)
  File "/Users/rak/Documents/giskard/python-client/giskard/ml_worker/core/model_explanation.py", line 71, in explain_text
    raise Exception("Failed to create text explanation") from e
Exception: Failed to create text explanation

Project: Giskard
Reporter: rabah
Created: 2022-11-30

"Email Classification Model logistic_regression" demo model doesn't work

GSK-383

![](Screenshot 2022-11-22 at 20.10.38.png){width=70%}

Project: Giskard
Reporter: aavtomonov
Created: 2022-11-22

AWS AMI is not working anymore

GSK-389

Project: Giskard
Reporter: jmjm
Created: 2022-11-29

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