Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

fix(sql): use only added tables of connector #869

Merged
merged 4 commits into from
Jan 15, 2024

Conversation

ArslanSaleem
Copy link
Collaborator

@ArslanSaleem ArslanSaleem commented Jan 11, 2024

Summary by CodeRabbit

  • New Features

    • Added a method for checking allowed tables in SQL queries.
    • Enhanced security by introducing a new exception for malicious queries.
  • Bug Fixes

    • Improved handling of table names in SQL queries to prevent potential misuse.
  • Tests

    • Added new test methods to validate security checks on SQL queries and table name assignments.

Copy link
Contributor

coderabbitai bot commented Jan 11, 2024

Walkthrough

The recent updates involve enhancing security and functionality in the handling of SQL queries within a data management library. A method for verifying the relevance of tables in SQL queries was added, alongside a new exception to handle malicious queries. There's also a refinement in the initialization of table names, ensuring they default to a connector's fallback name. Test cases have been expanded to cover these new features and changes.

Changes

File Path Change Summary
pandasai/helpers/code_manager.py
tests/test_codemanager.py
Added imports, a new exception, a method to check table relevance in SQL queries, and modified code cleaning to include SQL query checks. Also, added new test methods for checking query validity and table relevance.
pandasai/smart_dataframe/__init__.py Altered table name setting logic to always use the connector's fallback name if available.
pandasai/helpers/sql.py Introduced a new file with a function to extract table names from SQL queries.

🐇
To code, to guard, a rabbit's vow,
Through lines of logic, we hop and plow.
With each query checked, and tables named,
In data's burrow, our trust is claimed. 🌟
🐇

Thank you for using CodeRabbit. We offer it for free to the OSS community and would appreciate your support in helping us grow. If you find it useful, would you consider giving us a shout-out on your favorite social media?

Share

Tips

Chat

There are 3 ways to chat with CodeRabbit:

  • Review comments: Directly reply to a review comment made by CodeRabbit. Example:
    • I pushed a fix in commit <commit_id>.
    • Generate unit-tests for this file.
  • Files and specific lines of code (under the "Files changed" tab): Tag @coderabbitai in a new review comment at the desired location with your query. Examples:
    • @coderabbitai generate unit tests for this file.
    • @coderabbitai modularize this function.
  • PR comments: Tag @coderabbitai in a new PR comment to ask questions about the PR branch. For the best results, please provide a very specific query, as very limited context is provided in this mode. Examples:
    • @coderabbitai generate interesting stats about this repository from git and render them as a table.
    • @coderabbitai show all the console.log statements in this repository.
    • @coderabbitai read src/utils.ts and generate unit tests.
    • @coderabbitai read the files in the src/scheduler package and generate a class diagram using mermaid and a README in the markdown format.

Note: Be mindful of the bot's finite context window. It's strongly recommended to break down tasks such as reading entire modules into smaller chunks. For a focused discussion, use review comments to chat about specific files and their changes, instead of using the PR comments.

CodeRabbit Commands (invoked as PR comments)

  • @coderabbitai pause to pause the reviews on a PR.
  • @coderabbitai resume to resume the paused reviews.
  • @coderabbitai review to trigger a review. This is useful when automatic reviews are disabled for the repository.
  • @coderabbitai resolve resolve all the CodeRabbit review comments.
  • @coderabbitai help to get help.

Additionally, you can add @coderabbitai ignore anywhere in the PR description to prevent this PR from being reviewed.

CodeRabbit Configration File (.coderabbit.yaml)

  • You can programmatically configure CodeRabbit by adding a .coderabbit.yaml file to the root of your repository.
  • The JSON schema for the configuration file is available here.
  • If your editor has YAML language server enabled, you can add the path at the top of this file to enable auto-completion and validation: # yaml-language-server: $schema=https://coderabbit.ai/integrations/coderabbit-overrides.v2.json

CodeRabbit Discord Community

Join our Discord Community to get help, request features, and share feedback.

Copy link
Contributor

@coderabbitai coderabbitai bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Review Status

Actionable comments generated: 4

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between 21819c6 and 0f807b7.
Files selected for processing (3)
  • pandasai/helpers/code_manager.py (4 hunks)
  • pandasai/smart_dataframe/init.py (1 hunks)
  • tests/test_codemanager.py (4 hunks)
Additional comments: 8
tests/test_codemanager.py (4)
  • 2-2: The import of the ast module is correctly added to support the new test cases that involve parsing Python code to check for SQL query validity.

  • 12-12: The replacement of NoCodeFoundError with MaliciousQueryError in the import statement aligns with the new exception handling strategy for malicious SQL queries.

  • 587-603: The test test_check_is_query_using_relevant_table_multiple_tables correctly checks that no exception is raised when a query involving multiple valid tables is passed. This test ensures that the method can handle complex queries with joins.

  • 622-639: The test test_check_is_query_using_relevant_table_multiple_tables_one_unknown correctly raises a MaliciousQueryError when a query with at least one unknown table is passed. This test ensures that the method correctly identifies unauthorized table access even when other tables in the query are valid.

pandasai/smart_dataframe/__init__.py (1)
  • 286-286: The logic for setting the table name in the __init__ method has been modified to always set the table name to the connector's fallback name if a connector is present. This change ensures consistency in how the table name is set and is in line with the PR objectives.
pandasai/helpers/code_manager.py (3)
  • 11-11: The import of extract_table_names is consistent with the PR objectives to enhance SQL query security.

  • 18-18: The addition of MaliciousQueryError to the exceptions list is appropriate for handling unauthorized table access in SQL queries.

  • 388-390: The check for allowed tables in SQL queries within the _clean_code method is a good security practice. Ensure that this logic is thoroughly tested with various SQL query inputs.

Verification successful

The search results confirm that there are tests in tests/test_codemanager.py designed to verify the functionality of the _check_is_query_using_relevant_table method. The tests cover various scenarios, including invalid queries, valid queries, multiple tables, unknown tables, and multiple tables with at least one unknown. This indicates that the logic for checking allowed tables in SQL queries within the _clean_code method has been tested thoroughly.

Scripts Executed

The following scripts were executed for the analysis:


Script:

#!/bin/bash
# Search for tests that verify the allowed tables check in SQL queries.
rg --type python 'test_check_is_query_using_relevant_table'

Length of output: 90



Script:

#!/bin/bash
# Search for tests that verify the allowed tables check in SQL queries without specifying file type.
rg 'test_check_is_query_using_relevant_table'

Length of output: 509

pandasai/helpers/code_manager.py Outdated Show resolved Hide resolved
Comment on lines 563 to 573
def test_check_is_query_using_relevant_table_invalid_query(
self, code_manager: CodeManager
):
mock_node = ast.parse("sql_query = 'SELECT * FROM your_table'").body[0]

with pytest.raises(MaliciousQueryError) as excinfo:
code_manager._check_is_query_using_relevant_table(mock_node)

assert str(excinfo.value) == (
"Query uses tables you don't provided, add new datatable or update query"
)
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The test test_check_is_query_using_relevant_table_invalid_query correctly raises a MaliciousQueryError when an invalid query is passed. However, the error message "Query uses tables you don't provided, add new datatable or update query" contains grammatical errors.

- "Query uses tables you don't provided, add new datatable or update query"
+ "Query uses tables you haven't provided. Add a new datatable or update the query."

Committable suggestion

IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation.

Suggested change
def test_check_is_query_using_relevant_table_invalid_query(
self, code_manager: CodeManager
):
mock_node = ast.parse("sql_query = 'SELECT * FROM your_table'").body[0]
with pytest.raises(MaliciousQueryError) as excinfo:
code_manager._check_is_query_using_relevant_table(mock_node)
assert str(excinfo.value) == (
"Query uses tables you don't provided, add new datatable or update query"
)
def test_check_is_query_using_relevant_table_invalid_query(
self, code_manager: CodeManager
):
mock_node = ast.parse("sql_query = 'SELECT * FROM your_table'").body[0]
with pytest.raises(MaliciousQueryError) as excinfo:
code_manager._check_is_query_using_relevant_table(mock_node)
assert str(excinfo.value) == (
"Query uses tables you haven't provided. Add a new datatable or update the query."
)

Comment on lines 575 to 585
def test_check_is_query_using_relevant_table_valid_query(
self, code_manager: CodeManager
):
mock_node = ast.parse("sql_query = 'SELECT * FROM allowed_table'").body[0]

class MockObject:
table_name = "allowed_table"

code_manager._dfs = [MockObject()]

code_manager._check_is_query_using_relevant_table(mock_node)
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The test test_check_is_query_using_relevant_table_valid_query seems to correctly handle a valid query by not raising an exception. However, it lacks an assertion to confirm that the method under test behaves as expected when a valid query is passed.

Comment on lines 605 to 620
def test_check_is_query_using_relevant_table_unknown_table(
self, code_manager: CodeManager
):
mock_node = ast.parse("sql_query = 'SELECT * FROM unknown_table'").body[0]

class MockObject:
table_name = "allowed_table"

code_manager._dfs = [MockObject()]

with pytest.raises(MaliciousQueryError) as excinfo:
code_manager._check_is_query_using_relevant_table(mock_node)

assert str(excinfo.value) == (
"Query uses tables you don't provided, add new datatable or update query"
)
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The test test_check_is_query_using_relevant_table_unknown_table properly raises a MaliciousQueryError when a query with an unknown table is passed. The error message should be corrected for grammatical accuracy as mentioned earlier.

Copy link
Contributor

@coderabbitai coderabbitai bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Review Status

Actionable comments generated: 0

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between 0f807b7 and 4ed51bd.
Files selected for processing (1)
  • pandasai/helpers/sql.py (1 hunks)
Additional comments: 1
pandasai/helpers/sql.py (1)
  • 4-12: The extract_table_names function uses a regex pattern to extract table names from SQL queries. The pattern looks for words following FROM or JOIN clauses, which is a common way to reference tables in SQL. The function then flattens the list of matches and filters out any empty strings to return a list of table names. This implementation seems correct and efficient for its intended purpose.

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Copy link
Contributor

@coderabbitai coderabbitai bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Review Status

Actionable comments generated: 0

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between 4ed51bd and 0e54ebe.
Files selected for processing (1)
  • pandasai/helpers/code_manager.py (4 hunks)
Files skipped from review as they are similar to previous changes (1)
  • pandasai/helpers/code_manager.py

@gventuri
Copy link
Collaborator

@ArslanSaleem could you fix the tests? I've just updated a error message based on CodeRabbit suggestion!

Comment on lines 334 to 351
def _check_is_query_using_relevant_table(self, node: ast.Assign):
for target in node.targets:
if (
isinstance(target, ast.Name)
and target.id in "sql_query"
and isinstance(node.value, ast.Constant)
and isinstance(node.value.value, str)
):
sql_query = node.value.value
table_names = extract_table_names(sql_query)
allowed_table_names = [df.table_name for df in self._dfs]
if any(
table_name not in allowed_table_names for table_name in table_names
):
raise MaliciousQueryError(
"Query uses unauthorized tables: {unauthorized_tables}. Please add them as new datatables or update the query."
)

Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

May I suggest making this utility return a bool and raising MaliciousQueryError when you call it (if it returns False)? In this scenario, I'd rename it to _is_query_using_relevant_table.

Copy link
Collaborator

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

@mspronesti good catch, I agree!

@gventuri
Copy link
Collaborator

Also, since the logic for the "direct sql" is becoming more complex, we should probably move it all outside of the code manager! But we can probably create a separate PR for this!

Copy link
Contributor

@coderabbitai coderabbitai bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Review Status

Actionable comments generated: 0

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between 0e54ebe and 831c939.
Files selected for processing (2)
  • pandasai/helpers/code_manager.py (4 hunks)
  • tests/test_codemanager.py (4 hunks)
Files skipped from review as they are similar to previous changes (2)
  • pandasai/helpers/code_manager.py
  • tests/test_codemanager.py

@codecov-commenter
Copy link

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (21819c6) 85.15% compared to head (831c939) 85.21%.
Report is 2 commits behind head on main.

❗ Your organization needs to install the Codecov GitHub app to enable full functionality.

Additional details and impacted files
@@            Coverage Diff             @@
##             main     #869      +/-   ##
==========================================
+ Coverage   85.15%   85.21%   +0.05%     
==========================================
  Files          89       90       +1     
  Lines        3866     3881      +15     
==========================================
+ Hits         3292     3307      +15     
  Misses        574      574              

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

@ArslanSaleem
Copy link
Collaborator Author

Also, since the logic for the "direct sql" is becoming more complex, we should probably move it all outside of the code manager! But we can probably create a separate PR for this!

@gventuri Yes, absolutely and more scenarios will come

@gventuri gventuri merged commit 144abde into main Jan 15, 2024
10 checks passed
gventuri added a commit that referenced this pull request Jan 17, 2024
* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
gventuri added a commit that referenced this pull request Feb 20, 2024
* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>
gventuri added a commit that referenced this pull request Feb 20, 2024
… 1 message (#947)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>
gventuri added a commit that referenced this pull request Feb 21, 2024
* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

* fix: function call check and query tracker tracking

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>
gventuri added a commit that referenced this pull request Feb 29, 2024
* refactor: clean code in smart_dataframe and smart_datalake (#814)

* refactor: extract import from file method

* refactor: extract df head methods

* refactor: move connector config in the relative connector file

* refactor: csv and pandas files are now treated as a connector

* chore: remove verbose getters and setters

* refactor: remove load and save feature

* refactor: create dataframe proxy

* chore: simplify agent

* chore: simplify datalake

* refactor: simplify smart datalake

* refactor: centralize context in lakes

* refactor: move lake callbacks to dedicate class

* fix: load connector before generating cache hex

* fix: only allow direct sql to SQLConnectors

* fix: check sql connector was not working

* fix(connector): update connector validation at the start

* fix(direct_sql): fix some leftovers

* fix: merged change revert built-in shadowing

---------

Co-authored-by: ArslanSaleem <khan.arslan38@gmail.com>

* refactor(query_tracker): clean code and create error handling pipeling (#875)

* refactor(smart_datalake): clean chat method of smart datalake

* refactor(smartlake_pipeline): minor cleanups and comments

* refactor(query_tracker): refactor query tracker input and output

* refactor(query_tracker): adding error pipeline

* refactor(query_tracker): some rename and delete extras

* refactor(query_tracker): remove comments

* Merge Main Changes to v1.6 (#878)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* refactor: remove inheritance of pandas methods in the SmartDataframe

* refactor: remove shortcuts

* refactor: smart df cannot chat anymore

* refactor: remove unused validate method from sdf

* refactor: add name and description to connectors

* refactor: remove custom prompts

* refactor: remove synthetic pipelines

* refactor: remove custom instructions

* refactor: remove starcoder and falcon

* refactor: move df head to connectors

* refactor: remove sdf

* refactor: remove leftovers logic units

* refactor: rename SmartDataLake to AgentCore

* refactor: rename DataLake pipeline to Chat

* refactor: remove agent core, moving the logic to agent

* refactor: refactor the prompt templates using Jinja2

* feat(Agent): train agent docs or question/answers (#895)

* feat(VectorStore): adding chromadb vector store for RAG

* test(agent_train): adding more test cases and error handling

* refact(agent_train): add logging to chroma db

* feat(RAG): use trained data from vector db in prompt (#896)

* feat(VectorStore): adding chromadb vector store for RAG

* test(agent_train): adding more test cases and error handling

* refact(agent_train): add logging to chroma db

* feat(RAG): use trained vector in prompt

* Merge v1.6 into to v2.0 (#900)

* refactor(Prompt): adding more context for dataframe and multiple types of serialization (#880)

* refactor(prompt): update dataframe serialization in prompt

* tests(prompt): fix and adding new tests

* fix(prompt): adding type to dataframe serialize function

* refactor(prompt): add field descriptions in yml prompt

* fix(prompt): direct_sql still using old dataframe table

* refactor(direct_sql): add instruction and note for using relevant table only

* refactor(query_tracker): clean output of query tracker format (#888)

* feat(GoogleBigQuery): adding google big query connector (#886)

* feat(VectorStore): adding chromadb vector store for RAG

* test(agent_train): adding more test cases and error handling

* refact(agent_train): add logging to chroma db

* feat(RAG): use trained vector in prompt

* Merge v1.6 to v2.0

* feat: execute_sql_query_usage creating error prompt if execute_sql_que… (#898)

* feat/execute_sql_query_usage creating error prompt if execute_sql_query is not used when direct_sql is set to true

* fix/comment added before raising exception

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-Air.digi.box>

* fix(prompt_path): path issue if pandasai used outside of pandas env (#909)

* feat(agent): adding optional pipeline call (#916)

s

* feat(system prompt): use system in llm prompts (#925)

* fix(code_manager): minor fixes in code manager

* feat(system_prompt): adding system prompts to be added in llm call

* fix(code_manager): minor fixes in code manager (#923)

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* feat/update method in vector db added

* feat/get by id method added

* feat(multiturn-conv): update prompts and use api's for multiturn (#928)

* fix(code_manager): minor fixes in code manager

* feat(system_prompt): adding system prompts to be added in llm call

* feat(multi-turn-conv): adding support for multi turn conversation

* feat(multi-turn): add missing files

* feat(BambooVectorStore): adding bamboo vector to store and retrieve t… (#935)

* feat(BambooVectorStore): adding bamboo vector to store and retrieve training docs on cloud

* rename test class name

* feat(BambooLLM): add bamboo llm wrapper (#940)

* feat(BambooVectorStore): adding bamboo vector to store and retrieve training docs on cloud

* rename test class name

* feat(bamboo_llm): adding bamboo llm interface

* fix: clean up few commented and leftover changes

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* Merge to release 2.0 (#945)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

* fix(skills): add skills to query tracker and by default rag to return 1 message (#947)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>

* fix: function call check and query tracker tracking

* fixes/in release2.0 (#951)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

* fix: function call check and query tracker tracking

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>

* update comparison operator (#953)

* docs: improve readme and license

* lint: fix lint in examples

* docs: add deploy methods in the documentation

* refactor: rename to ChromaDB

* feat: make BambooVector the default vectorstore

* lint: fix lint in examples

* docs: add docs for training, agent description

* docs: add video for training LLM

---------

Co-authored-by: ArslanSaleem <khan.arslan38@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-Air.digi.box>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>
gventuri added a commit that referenced this pull request Mar 8, 2024
* Release v2.0

* refactor: clean code in smart_dataframe and smart_datalake (#814)

* refactor: extract import from file method

* refactor: extract df head methods

* refactor: move connector config in the relative connector file

* refactor: csv and pandas files are now treated as a connector

* chore: remove verbose getters and setters

* refactor: remove load and save feature

* refactor: create dataframe proxy

* chore: simplify agent

* chore: simplify datalake

* refactor: simplify smart datalake

* refactor: centralize context in lakes

* refactor: move lake callbacks to dedicate class

* fix: load connector before generating cache hex

* fix: only allow direct sql to SQLConnectors

* fix: check sql connector was not working

* fix(connector): update connector validation at the start

* fix(direct_sql): fix some leftovers

* fix: merged change revert built-in shadowing

---------

Co-authored-by: ArslanSaleem <khan.arslan38@gmail.com>

* refactor(query_tracker): clean code and create error handling pipeling (#875)

* refactor(smart_datalake): clean chat method of smart datalake

* refactor(smartlake_pipeline): minor cleanups and comments

* refactor(query_tracker): refactor query tracker input and output

* refactor(query_tracker): adding error pipeline

* refactor(query_tracker): some rename and delete extras

* refactor(query_tracker): remove comments

* Merge Main Changes to v1.6 (#878)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* refactor: remove inheritance of pandas methods in the SmartDataframe

* refactor: remove shortcuts

* refactor: smart df cannot chat anymore

* refactor: remove unused validate method from sdf

* refactor: add name and description to connectors

* refactor: remove custom prompts

* refactor: remove synthetic pipelines

* refactor: remove custom instructions

* refactor: remove starcoder and falcon

* refactor: move df head to connectors

* refactor: remove sdf

* refactor: remove leftovers logic units

* refactor: rename SmartDataLake to AgentCore

* refactor: rename DataLake pipeline to Chat

* refactor: remove agent core, moving the logic to agent

* refactor: refactor the prompt templates using Jinja2

* feat(Agent): train agent docs or question/answers (#895)

* feat(VectorStore): adding chromadb vector store for RAG

* test(agent_train): adding more test cases and error handling

* refact(agent_train): add logging to chroma db

* feat(RAG): use trained data from vector db in prompt (#896)

* feat(VectorStore): adding chromadb vector store for RAG

* test(agent_train): adding more test cases and error handling

* refact(agent_train): add logging to chroma db

* feat(RAG): use trained vector in prompt

* Merge v1.6 into to v2.0 (#900)

* refactor(Prompt): adding more context for dataframe and multiple types of serialization (#880)

* refactor(prompt): update dataframe serialization in prompt

* tests(prompt): fix and adding new tests

* fix(prompt): adding type to dataframe serialize function

* refactor(prompt): add field descriptions in yml prompt

* fix(prompt): direct_sql still using old dataframe table

* refactor(direct_sql): add instruction and note for using relevant table only

* refactor(query_tracker): clean output of query tracker format (#888)

* feat(GoogleBigQuery): adding google big query connector (#886)

* feat(VectorStore): adding chromadb vector store for RAG

* test(agent_train): adding more test cases and error handling

* refact(agent_train): add logging to chroma db

* feat(RAG): use trained vector in prompt

* Merge v1.6 to v2.0

* feat: execute_sql_query_usage creating error prompt if execute_sql_que… (#898)

* feat/execute_sql_query_usage creating error prompt if execute_sql_query is not used when direct_sql is set to true

* fix/comment added before raising exception

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-Air.digi.box>

* fix(prompt_path): path issue if pandasai used outside of pandas env (#909)

* feat(agent): adding optional pipeline call (#916)

s

* feat(system prompt): use system in llm prompts (#925)

* fix(code_manager): minor fixes in code manager

* feat(system_prompt): adding system prompts to be added in llm call

* fix(code_manager): minor fixes in code manager (#923)

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* feat/update method in vector db added

* feat/get by id method added

* feat(multiturn-conv): update prompts and use api's for multiturn (#928)

* fix(code_manager): minor fixes in code manager

* feat(system_prompt): adding system prompts to be added in llm call

* feat(multi-turn-conv): adding support for multi turn conversation

* feat(multi-turn): add missing files

* feat(BambooVectorStore): adding bamboo vector to store and retrieve t… (#935)

* feat(BambooVectorStore): adding bamboo vector to store and retrieve training docs on cloud

* rename test class name

* feat(BambooLLM): add bamboo llm wrapper (#940)

* feat(BambooVectorStore): adding bamboo vector to store and retrieve training docs on cloud

* rename test class name

* feat(bamboo_llm): adding bamboo llm interface

* fix: clean up few commented and leftover changes

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* Merge to release 2.0 (#945)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

* fix(skills): add skills to query tracker and by default rag to return 1 message (#947)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>

* fix: function call check and query tracker tracking

* fixes/in release2.0 (#951)

* fix(output_type): handle errors for wrong output type (#866)

* fix(output_type): handle errors for output type

* fix: leftovers

* fix: test case to mock format-response

* fix: upgrade duckdb

* Release v1.5.15

* fix(sql): use only added tables of connector (#869)

* fix(sql): use only added tables of connector

* leftover file

* chore: rephrase the error message

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* fix(sql): fix test cases and improve output error message

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>

* feat/integration_testing test cases created (#873)

* feat/integration_testing test cases created based Loan Payments data

* feat/integration_testing four more datasets added

* fix/moved csv datasets to integration folder

* fix/changed pytest command to run only in tests folder

* fix/changed pytest command to run only in tests folder

---------

Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned (#876)

* fix: rephrase query (#872)

* Fixed Agent rephrase_query Error

* Fixed Agent rephrase_query Error

* add encoding

---------

Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>

* Release v1.5.16

* fix(code manager): parsing of called functions (#883)

* feat(helpers): add gpt-3.5-turbo-1106 fine-tuned

* fix(code manager): parsing of called functions

* fmt

* fix: open charts return on format plot (#881)

Co-authored-by: Long Le <longlh@tech.est-rouge.com>

* feat(project): add Makefile, re-lint project, restructure tests (#884)

* feat(project): add Makefile, re-lint project, restructure tests

* unused imports

* Release v1.5.17

* docs:pdate examples.md (#887)

Minor fix of exmaples.md

* refactor: TypeVar for IResponseParser (#889) (#890)

* refactor: TypeVar for IResponseParser (#889)

* (refactor): introduce TypeVar for IResponseParser implementation in
  output_logic_unit.py
* (fix): add missing call of super().__init__() in ProcessOutput class

* refactor: TypeVar for IResponseParser (#889)

* (style): linter fail at output_logic_unit.py

* [fix] logging chart saving only if code contains chart (#897)

Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>

* fix(airtable): use personal access token instead of api key
Api key has been deprecated: https://airtable.com/developers/web/api/authentication

* feat: add df summarization shortcut (#901)

* fix: badge for "Open in Colab" (#903)

* feat: add support Google Gemini API in LLMs (#902)

* Updating shortcuts to include df summarization

* Updating support for google gemini models

* Make google-generativeai package optional

* fix: upgrade google-ai

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* Release v1.5.18

* docs: update Google Colab Badge (#914)

The existing badge's signature was somehow seems to be expired so just add Google Colab's officially provided svg badge.

* docs: Rectify code examples by adding missing statements (#915)

Anyone who is quite new to python won't be able to simplify code errors when directly copied code demo from official website.

Updated code example is taken from the root README.md and tested.

* feat: add support for modin (#907)

* feat: add support for modin

* fix(ci): dev deps

* update docs

* add some tests

* upate contributing guidelines

* fix helpers

* fix docs example

* update pandasai/smart_dataframe/__init__.py

* Release v1.5.19

* feat: update OpenAI pricing

* chore: add Flask openai example (#941)

* 'Refactored by Sourcery'

* chore: add Flask html example

* chore: add Flask openai example

* sourcery refactor integration tests

* fix: Flask package install set to optional

---------

Co-authored-by: Sourcery AI <>

* chore: restore smart dataframe and smartdatalake functionalities

* fix ruff formatting

* fix: yahoo connector

* fix: file import sorting

* fix: import sorting

* fix: module import

* ignore integration_tests

* fix: ruff

* ruff fix

* remove integration folder

* fix: ci workflow

* fix: modin

* fix: ruff imports

* fix(plot): always pass one lib for plotting in updated prompt

* fix: query tracker track code execution

* fix: add skills in query tracker and rag to return one sample by default

* fix: function call check and query tracker tracking

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>

* update comparison operator (#953)

* docs: improve readme and license

* lint: fix lint in examples

* docs: add deploy methods in the documentation

* refactor: rename to ChromaDB

* feat: make BambooVector the default vectorstore

* lint: fix lint in examples

* docs: add docs for training, agent description

* docs: add video for training LLM

---------

Co-authored-by: ArslanSaleem <khan.arslan38@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-Air.digi.box>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>

* feat: fix poetry.lock

* fix: update domain name (#970)

* docs: improve docs about training

* fix(agent): langchain LLM instantiation (#977)

* fix(agent): langchain LLM instantiation

* replace object with mock

* feat: add support for Gemini API

* Release v2.0.2

* fix(llm): Google Gemini signature and memory usage (#980)

* Release v2.0.3

* Release v2.0.3

* build: fix issue

* build: fix ci for windows (#1005)

* fix: add number result to memory as string (#997)

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* fix: remove logger refs from SmartDataframe (#985)

* Remove logger from smart_dataframe constructor

* Remove logger from SmartDatalake args definition

---------

Co-authored-by: Gabriele Venturi <lele.venturi@gmail.com>

* chore(code_manager): filter code for redeclaration of pd.DataFrame from head (#1003)

* feat(CockroachDBConnector): add support for cockroachdb

* fix: cockroach db connector

* fix: import polars (#1009)

* Update polars dependency

Move polars dependency into init to make it optional

* fix: polars import

* fix: fix linter

---------

Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>

* Release v2.0.4

* Release v2.0.5

---------

Co-authored-by: ArslanSaleem <khan.arslan38@gmail.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: milind-sinaptik <149694044+milind-sinaptik@users.noreply.github.com>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-MacBook-Air.local>
Co-authored-by: Massimiliano Pronesti <massimiliano.pronesti@gmail.com>
Co-authored-by: Pranab1011 <47911727+Pranab1011@users.noreply.github.com>
Co-authored-by: Pranab Pathak <pranabpathak@Pranabs-MacBook-Air.local>
Co-authored-by: Milind Lalwani <milindlalwani@Milinds-Air.digi.box>
Co-authored-by: Lh Long <lhlong09t4@gmail.com>
Co-authored-by: Long Le <longlh@tech.est-rouge.com>
Co-authored-by: PVA <37487002+PavelAgurov@users.noreply.github.com>
Co-authored-by: Ihor <31508183+nautics889@users.noreply.github.com>
Co-authored-by: Lorenzo Battistela <70359945+Lorenzobattistela@users.noreply.github.com>
Co-authored-by: Lorenzobattistela <lorenzobattistela@gmail.com>
Co-authored-by: Sparsh Jain <31439850+dudesparsh@users.noreply.github.com>
Co-authored-by: Devashish Datt Mamgain <devashish@kommunicate.io>
Co-authored-by: Hemant Sachdeva <hemant.evolver@gmail.com>
Co-authored-by: aloha-fim <15258433+aloha-fim@users.noreply.github.com>
Co-authored-by: Cheng Wai <17866260+chengwaikoo@users.noreply.github.com>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

4 participants