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GitHub Repo Analysis: google-gemini/cookbook

Technical Analysis Report for google-gemini/cookbook Project

Project Overview

The google-gemini/cookbook repository serves as a comprehensive resource for developers using the Gemini API, developed by Google DeepMind. This API facilitates multimodal model interactions across text, images, code, and audio. The repository's popularity is evident from its 2929 stars and 355 forks, indicating a healthy level of community engagement and interest.

Recent Development Activities

Team Members and Commit Analysis

Michael Chen (TYMichaelChen)

Luciano Martins (lucianommartins)

Josh Gordon (random-forests)

Mark Daoust (MarkDaoust)

Mark McDonald (markmcd)

Development Collaboration and Patterns

The recent commit history shows a collaborative effort mainly between Michael Chen and Mark Daoust, particularly in refining user-facing materials like Jupyter notebooks. Luciano Martins appears to be pivotal in introducing new quickstarts, enhancing the educational aspect of the repository. The team's activity indicates a balanced focus on both adding new content and maintaining/updating existing materials to ensure accuracy and relevance.

Open Issues Analysis

Critical Issues

Other Notable Issues

Pull Requests Overview

Open Pull Requests

Several PRs are awaiting CLA signatures (#139, #86, #76, #71), which is a recurring administrative hurdle that delays contributions. PRs like #82 show active discussions aimed at improving code quality through detailed reviews.

Recently Closed Pull Requests

The recent closure of PRs such as #138 without merging due to failed CLA checks highlights procedural inefficiencies that could be addressed to streamline contributions.

Conclusion

The google-gemini/cookbook project is robust, with active contributions from both core team members and the community. However, there are areas requiring attention such as improving CLA compliance processes, addressing critical issues promptly, and ensuring documentation accuracy. Enhancing these areas will likely contribute to smoother development cycles and improved user satisfaction.

Quantified Commit Activity Over 14 Days

Developer Avatar Branches PRs Commits Files Changes
Josh Gordon 1 0/0/0 2 3 1111
Mark McDonald 1 4/4/0 4 7 927
Mark Daoust 1 3/3/0 3 2 657
Luciano Martins 1 4/3/1 3 2 649
Michael Chen 2 2/2/0 3 2 161
Will 保哥 1 2/2/0 2 37 84
Yasir Modak 1 0/1/0 1 2 46
Karthigayan Devan 1 1/1/0 1 1 40
Niraj Singh 1 1/1/0 1 2 23
Wayne Wei 1 2/2/0 2 2 20
Pietro Monticone 1 1/1/0 1 1 4
Emmanuel Ferdman 1 1/1/0 1 2 4
Wolke 1 2/1/1 1 1 2
keertk 0 0/0/0 0 0 0
Ray Tien (Ray0907) 0 2/0/1 0 0 0
Hemanth HM (hemanth) 0 1/0/0 0 0 0
farukranabappy (farukrbappy) 0 1/0/1 0 0 0
Jonathan Combs (JonathanTylerCombs) 0 1/0/1 0 0 0

PRs: created by that dev and opened/merged/closed-unmerged during the period

~~~

State and Trajectory of the google-gemini/cookbook Project

Executive Summary

The google-gemini/cookbook repository is a strategic asset for Google Gemini, part of the Google DeepMind initiative. It serves as a comprehensive guide and toolkit for developers to leverage the multimodal capabilities of the Gemini API, which integrates text, images, code, and audio processing. The repository's popularity and active maintenance are evident from its 2929 stars and 355 forks, indicating strong community interest and potential for widespread adoption.

Strategic Analysis

Development Pace and Team Collaboration

The project exhibits a robust pace of development with frequent updates across various components of the repository. Recent activities suggest a focused effort on enhancing user experience through detailed quickstart guides and example notebooks. Key contributors such as Michael Chen, Luciano Martins, and Mark Daoust have been particularly active, with contributions spanning from minor fixes to substantial feature additions.

Collaboration patterns reveal that while many commits are made individually, there are instances of co-authorship (e.g., Michael Chen and Mark Daoust on #131), indicating effective teamwork when addressing more complex or critical updates. This collaboration is crucial for maintaining the high quality and consistency expected in such a high-profile project.

Market Possibilities

The Gemini API's ability to handle multimodal inputs opens significant market opportunities in areas such as AI-driven content creation, automated customer support, and enhanced data analysis tools. By providing extensive documentation and examples, the cookbook repository not only facilitates easier adoption of the technology but also encourages innovation by demonstrating practical applications.

Strategic Costs vs. Benefits

Investing in thorough documentation and community engagement through this repository can significantly reduce the long-term support costs by empowering users to better understand and utilize the API. The benefits of building a strong developer community around this technology are manifold, including accelerated innovation, feedback-driven improvements, and increased loyalty among developers.

Team Size Optimization

Given the scope of the project and the breadth of technologies covered (text, images, code, audio), the current team size appears adequate. However, as user adoption grows and new features are developed, it may be necessary to scale the team to maintain the quality of support and pace of updates.

Notable Issues and Recommendations

Several open issues require immediate attention to avoid impacting user trust and adoption:

Conclusion

The google-gemini/cookbook project is strategically positioned to drive adoption of the Gemini API by lowering entry barriers for developers through comprehensive documentation and examples. Continued investment in this project will likely yield substantial returns in fostering an active developer ecosystem and accelerating innovation in multimodal AI applications. Addressing existing issues promptly will further enhance the project's value and user trust.

Quantified Commit Activity Over 14 Days

Developer Avatar Branches PRs Commits Files Changes
Josh Gordon 1 0/0/0 2 3 1111
Mark McDonald 1 4/4/0 4 7 927
Mark Daoust 1 3/3/0 3 2 657
Luciano Martins 1 4/3/1 3 2 649
Michael Chen 2 2/2/0 3 2 161
Will 保哥 1 2/2/0 2 37 84
Yasir Modak 1 0/1/0 1 2 46
Karthigayan Devan 1 1/1/0 1 1 40
Niraj Singh 1 1/1/0 1 2 23
Wayne Wei 1 2/2/0 2 2 20
Pietro Monticone 1 1/1/0 1 1 4
Emmanuel Ferdman 1 1/1/0 1 2 4
Wolke 1 2/1/1 1 1 2
keertk 0 0/0/0 0 0 0
Ray Tien (Ray0907) 0 2/0/1 0 0 0
Hemanth HM (hemanth) 0 1/0/0 0 0 0
farukranabappy (farukrbappy) 0 1/0/1 0 0 0
Jonathan Combs (JonathanTylerCombs) 0 1/0/1 0 0 0

PRs: created by that dev and opened/merged/closed-unmerged during the period

Quantified Reports

Quantify commits



Quantified Commit Activity Over 14 Days

Developer Avatar Branches PRs Commits Files Changes
Josh Gordon 1 0/0/0 2 3 1111
Mark McDonald 1 4/4/0 4 7 927
Mark Daoust 1 3/3/0 3 2 657
Luciano Martins 1 4/3/1 3 2 649
Michael Chen 2 2/2/0 3 2 161
Will 保哥 1 2/2/0 2 37 84
Yasir Modak 1 0/1/0 1 2 46
Karthigayan Devan 1 1/1/0 1 1 40
Niraj Singh 1 1/1/0 1 2 23
Wayne Wei 1 2/2/0 2 2 20
Pietro Monticone 1 1/1/0 1 1 4
Emmanuel Ferdman 1 1/1/0 1 2 4
Wolke 1 2/1/1 1 1 2
keertk 0 0/0/0 0 0 0
Ray Tien (Ray0907) 0 2/0/1 0 0 0
Hemanth HM (hemanth) 0 1/0/0 0 0 0
farukranabappy (farukrbappy) 0 1/0/1 0 0 0
Jonathan Combs (JonathanTylerCombs) 0 1/0/1 0 0 0

PRs: created by that dev and opened/merged/closed-unmerged during the period

Detailed Reports

Report On: Fetch commits



Project Overview

The google-gemini/cookbook repository is a collection of guides and examples for the Gemini API, managed by the Google Gemini organization. The Gemini API, developed by Google DeepMind, provides access to multimodal models capable of reasoning across text, images, code, and audio. This repository aims to assist developers in leveraging these capabilities through various quickstart tutorials and example applications. The project is actively maintained, with frequent updates and contributions from multiple developers. It has garnered significant interest, evidenced by its 2929 stars and 355 forks on GitHub. The overall trajectory of the project appears positive, with ongoing enhancements and community engagement.

Team Members and Recent Activities

Reverse Chronological List of Recent Commits

  1. 1 day ago - Update Video.ipynb (#136)

    • Author: Michael Chen (TYMichaelChen)
    • Files: quickstarts/Video.ipynb
    • Changes: +1, -1
    • Collaborations: None mentioned
    • Summary: Made a quick fix to the video notebook.

  2. 1 day ago - Small adjustments at the Gemini_Flash_Introduction quickstart (#134)

  3. 1 day ago - Add files via upload

  4. 1 day ago - Include Gemini Flash model quickstart (#133)

  5. 1 day ago - Merge pull request #132 from google-gemini/io-features

  6. 1 day ago - Update File API Video Colab (#131)

    • Author: Michael Chen (TYMichaelChen)
    • Files: quickstarts/File_API.ipynb, quickstarts/Video.ipynb
    • Changes: +90, -67
    • Collaborations: Co-authored by Mark Daoust
    • Summary: Updated the File API video colab with several fixes including typos and linter issues.

  7. 2 days ago - Merge remote-tracking branch 'origin/main' into io-features

    • Author: Mark McDonald (markmcd)
    • Files: .github/labeler.yml, .github/workflows/labeler.yml, multiple example notebooks, multiple quickstart notebooks.
    • Changes: +644, −143
    • Collaborations: None mentioned. Summary: Merged changes from the main branch into io-features branch.

  8. 2 days ago – Update Video.ipynb (typo) by Mark Daoust (MarkDaoust) Files: quickstarts/Video.ipynb (+1, −1) File totals: ~1, +0, −0 Line totals: ~2, +1, −1

  9. 2 days ago – Adjust Safety.ipynb quickstart with safety filter details (#125) • Adjust Safety.ipynb quickstart with safety filter details • Fixes to the concerns raised during Safety.ipynb review process • formatting Safety.ipynb notebook by Luciano Martins (lucianommartins) Files: quickstarts/Safety.ipynb (+63, −90) File totals: ~1, +0, −0 Line totals: ~153, +63, −90

  10. 2 days ago – update_video (#130) by Mark Daoust (MarkDaoust) Files: quickstarts/Video.ipynb (+61, −236) File totals: ~1, +0, −0 Line totals: ~297, +61, −236

  11. 2 days ago – Update instructions link for uploading files (#127) Signed-off-by: Emmanuel Ferdman emmanuelferdman@gmail.com by Emmanuel Ferdman (emmanuel-ferdman) Files: quickstarts/File_API.ipynb (+1, −1) quickstarts/Video.ipynb (+1, −1) File totals: ~2, +0, −0 Line totals: ~4, +2, −2

  12. 3 days ago – Merge pull request #129 from google-gemini/macd-lab-readme Update README.md for I/O workshop by Wayne Wei (windmaple) Files: examples/Apps_script_and_Workspace_codelab/README.md (+2, −2) File totals: ~1, +0, −0 Line totals: ~4, +2, −2

  13. 3 days ago – Update README.md by Mark McDonald (markmcd) Files: examples/Apps_script_and_Workspace_codelab/README.md (+2, −2) File totals: ~1, +0, −0 Line totals: ~4, +2, −2

  14. 3 days ago – Fix all "space" issue in the header. (#126) by Will 保哥 (doggy8088) Files: examples/Agents_Function_Calling_Barista_Bot.ipynb (+1,-1), examples/Anomaly_detection_with_embeddings.ipynb (+1,-1), examples/Classify_text_with_embeddings.ipynb (+1,-1), examples/Guess_the_shape.ipynb (+1,-1), examples/Market_a_Jet_Backpack.ipynb (+1,-1), examples/Opossum_search.ipynb (+1,-1), examples/Search_Wikipedia_using_ReAct.ipynb (+1,-1), examples/Search_reranking_using_embeddings.ipynb (+1,-1), examples/Story_Writing_with_Prompt_Chaining.ipynb (+1,-1), examples/Talk_to_documents_with_embeddings.ipynb (+1,-1), examples/Upload_files_to_Colab.ipynb (+1,-1), quickstarts/Audio.ipynb (+1,-1), quickstarts/Authentication_with_OAuth ipyb(+ 11), quickstarts / Counting_Tokens ipyb(+ 11), quickstarts / Embeddings ipyb(+ 11), quickstarts / File_API ipyb(+ 11), quickstarts / Function_calling ipyb(+ 11), quickstarts / Function_calling_config ipyb(+ 11), quickstarts / JSON_mode ipyb(+ 11), quickstarts / PDF_Files ipyb(+ 11), quickstarts / Prompting ipyb(+ 11), quickstarts / Safety ipyb(+ 11), quickstarts / Streaming ipyb(+ 11), quickstarts / System_instructions ipyb(+ 11), quickstarts / Tuning ipyb(+ 11), quickstarts / Video ipyb(+ 11), quickstarts/rest / Embeddings_REST ipyb(+ 11), quickstarts/rest / Function_calling_REST ipyb(+ 11), quickstarts/rest / Function_calling_config_REST ipyb(+ 11), quickstarts/rest / JSON_mode_REST ipyb(+ 11), quickstarts/rest / Models_REST ipyb(+ 11), quickstarts/rest / Prompting_REST ipyb(+ 11), quickstarts/rest / Safety_REST ipyb(+ 11), quickstarts/rest / Streaming_REST ipyb(+ 11),  File totals : ~36 , +0 , -0   Line totals : ~72 , +36 , -36

15 . 3 days ago - The "pip install-U-q google.generativeai" should change to "pip install-U-q google-generativeai" for consistency (#128)     -Author : Will 保哥(doggy8088)     -Files :examples/Anomaly_detection_with_embeddings .ipnb,examples/Classify_text_with_embeddings .ipnb,examples/Search_Wikipedia_using_ReAct .ipnb,examples/Talk_to_documents_with_embeddings .ipnb,quickstarters/models .ipnb,quickstarters/prompting .ipnb     -Changes :+6 ,-6     -Collaborations : None mentioned     -Summary : Updated pip install command for consistency .

16 . 6 days ago -Update main.gs(#121)     -Author : Wayne Wei(windmaple)     -Files :examples/apps_script_and_workspace_codelab/main .gs     -Changes :+9 ,-9     -Collaborations : None mentioned     -Summary : Added missing semicolons and fixed a prompt .

17 . 6 days ago-Merge pull request #120 from markmcd/ws-101-io24     -Author : Wayne Wei(windmaple)     -Files :examples/apps_script_and_workspace_codelab/CollegeExpenses.xlsx,examples/apps_script_and_workspace_codelab/Gemini-blog.txt,examples/apps_script_and_workspace_codelab/utils.gs     -Changes :+481 ,-0     -Collaborations : None mentioned     -Summary : Added workshop files for Workspace/App-script lab .

18 . Add workshop files for Workspace/App-script lab These reflect the finished codelab that we're presenting at I/O2024.by Mark McDonald(markmcd) Files:examples/apps_script_and_workspace_codelab/CollegeExpenses.xlsx,examples/apps_script_and_workspace_codelab/Gemini-blog.txt,examples/apps_script_and_workspace_codelab/utils.gs File totals :~0 ,+5 ,-0 Line totals :~481 ,+481 ,-0

19 . Explain text support in File_API .ipnb notebook(#104)Pre-format with pyinkAdd plain text support by Mark McDonald(markmcd) Files:quickstars/file_api .ipnb File totals :~184 ,+153 ,-31

20 . Update Embeddings_REST .ipnb(#108) by Pietro Monticone(pitmonticone) Files:quickstars/rest/embedings_rest .ipnb File totals :~4 ,+2 ,-2

21 . Add parallel function call examples(#115)pyink firstAdd parallel function call response examples*2nd person prose fixup by Mark McDonald(markmcd) Files:quickstars/function_calling .ipnb File totals :~258 ,+202 ,-56

22 . Update Function_calling .ipnb(#116)a*b=>a/b by Wolke Files:quickstars/function_calling .ipnb File totals :~2 ,+01 ,-01

23 . Merge pull request #117 from singhniraj08/main Automatically add specific labels to PRs by keertk Files:github/labler.yml,github/workflows/labler.yml File totals :~23 ,+23 ,-0

24 . PR Labeler by Niraj Singh(singhniraj08) Files:github/labler.yml,github/workflows/labler.yml File totals :~23 ,+23 ,-0

25 Work on count tokens notebook.(#103)work on count tokens notebookremove stray 'configure'by Mark Daoust(MarkDaoust) Files:quickstars/counting_tokens .ipnb File totals :~358 ,+321 ,-37

26 Update model get model(#113)add get_model method detailsupdate get_model method detailsupdate get_model method detailsupdate paragraph and variable namenbfmtpyink---------Co-authored-by Mark McDonaldmacd@google.comby Karthigayan Devan(karthidec) Files:quickstars/models .ipnb File totals :~40 ,+32 ,-8

27 Create Github Issue Templates(#96)Create Github Issue Templates Adding bug report templateCreate feature_request.yml Add feature request templateUpdate bug_report.yml add bug report templateDelete.github/ISSUE_TEMPLATES directory*Create bug_report.ymlby Yasir Modak(ymodak) Files:github/issues_template/bug_report.yml,github/issues_template/feture_request.yml File totals :~46 ,+46 ,-0

28 Update Authentication_with_OAuth .ipnb(#95)Update Authentication_with_OAuth .ipnb The equal sign after--scopes and the single quotes before the urls were being interpreted as part of the first scope URL.The last single quote was being interpreted as part of the third scope URL.This caused a400 error with the message"Some scopes invalid"and prevented sign in.Running the command without the=or'was successful.Fix2nd-person style violations---------Co-authored-by Mark McDonaldmacd@google.comby Kayla Le(KaylaMLe)

29 Add files via upload by Josh Gordon(random forests)

30 Add nblint and nbfmt checks to pull requests(#85)Add nblint and nbfmt checks to pull requests These args should work for the cookbook though there are some KIs:The button-check looks for a table with class="tfo-notebook-buttons",which we have stripped from cookbook recipes.Lots of notebooks use"we"in an acceptable way-e.g.as LLM output but we don't have a way to suppress this check per-cell.License&copyright checks are disabled.We don't have copyright and licenses headers added to content yet though we are required to.We should add them before enabling the checks.Adds a warning to hopefully help when button_colab failsCorrect commentWoops wrong dirAdd license and copyright lints back in by Mark McDonald(markmcd)

31 Add license headers and copyright to notebooks(#91)nbfmt everything before we startAdd license headers and copyright to everything by Mark McDonald(markmcd)

32 Update README.md by Josh Gordon(random forests)

33 Update and rename Upload_files_ipnb to Upload_files_to_Colab_ipnb by Josh Gordon(random forests)

34 Fix typo(#87)by williamito

35 Add files via upload by Josh Gordon(random forests)

36 Add files via upload by Josh Gordon(random forests)

37 Adds a Barista Bot example.(#84)Adds a Barista Bot example.This is meant to demo a few things so it's in/examples:An agent loopAutomatic function calling in PythonSystem instructions The15 quota is a little low for a case that typically expects a few turns of conversation so it uses10by default but shows both approaches.*Add tfo class to button table so nblint passes by Mark McDonald(markmcd)

38 Pdffix(#83)Fix pdf exampleformat by Mark Daoust(MarkDaoust)

39 Add files via upload by Josh Gordon(random forests)

40 Adding Models_REST_ipnb(#81)Add files via uploadMove Models_rest_ipnb to quckstars/rest/folderUpdate Models_rest_ipnb links and sectionsUpdate link to Models_rest_ipnbby Shilpa Kancharla(shilpakancharla)

41 Update PDF_Files_ipnb by Mark Daoust(MarkDaoust)

42 Update PDF_Files_ipnb by Mark Daoust(MarkDaoust)

43 Add files via upload by Josh Gordon(random forests)

44 Add PDF_Files quckstarters.(#79)by Mark Daoust(MarkDaoust)

45 Bug67 Remove"Run in Colab"button for notebook that can't be run in Colab.(#68)by Gabor Cselle(gaborcselle)

46 Add colab button and h prefix to FCC recipe(#74)Add colab button and h prefix to FCC recipe Adds Gemini API prefix and"Run in Google Colab"button.Remove superfluous htmlnbfmt Fix alignment by Mark McDonald(markmcd)

47 Add recipe for function calling config with REST.(#75 Basically the same structure as Python.by Mark McDonald(markmcd)

48 Add chat example to REST system instruction recipe(#69)by Mark McDonald(markmcd)

49 Quote curl URLs(#59)by Furkan Sahin(sahinf)

50 Update README.md(#55 capabilites->capabilities by Ikko Eltociear Ashimine(eltociear)

51 Add files via upload by Josh Gordon(random forests)

52 Add files via upload by Josh Gordon(random forests)

53 Make sample.sh executable(#46 Git preserves the executable bit so turn it on for this helpful script.by Mark McDonald(markmcd)

54 Update README.md by Josh Gordon(random forests)

55 Update README.md by Josh Gordon(random forests)

56 Update README.md(#48by Josh Gordon(random forests)

57 Force bash for sample.sh(#44 The script uses bash-specific semantics(e.g.[[but does not force bash.This causes silent partial-failures on terminals where/bin/sh is not bash.by Mark McDonald(markmcd)

58 Create README.mdby Josh Gordon(random forests)

59 Update README.mdby Josh Gordon(random forests)

60 Create README.md(#43by Josh Gordon(random forests)

61 Add files via uploadby Josh Gordon(random forests)

62 Add files via uploadby Josh Gordon(random forests)

63 Merge pull request#42from TYMichaelChen patch-Update README.mdby Michael Chen(TYMichaelChen)

Developer Commit Activity Within14 Days

TYMichaelChen

3 commits with161 changes across2files and2branches.

PRs:2/2 open merged closed-unmerged across branches

lucianommartins

3 commits with649 changes across files and branches.

PRs:/ open merged closed-unmerged across branches

random_forests

commits with111 changes across files and branches.

PRs:/ open merged closed-unmerged across branches

MarkDaoust

commits with657 changes across files and branches.

PRs:/ open merged closed-unmerged across branches

markmcd

commits with927 changes across7files and branches.

PRs:/ open merged closed-unmerged across branches

emmanuel_ferdman

commits with changes across files and branches.

PRs:/ open merged closed

Report On: Fetch issues



Analysis of Open Issues for google-gemini/cookbook

Overview

The repository currently has 32 open issues. These issues range from feature requests and bug reports to documentation inconsistencies and security policy violations. Below is a detailed analysis highlighting notable problems, uncertainties, TODOs, and anomalies among the open issues.

Notable Problems and Uncertainties

Issue #141: Extremely limited requests per minute for the gemini-pro-1.5 models

  • Created: 0 days ago
  • Description: The user is facing a severe limitation with a quota of only 5 requests per minute (RPM) for the gemini-pro model, which is significantly lower than the documented 300 RPM.
  • Impact: This issue is critical as it severely hampers the development of applications requiring higher throughput, such as video processing.
  • Comparison: OpenAI offers a much higher limit of 10,000 RPM for their latest models.
  • Uncertainty: There is no immediate solution or workaround provided in the issue description.

Issue #140: Two bugs in your gemini api doc need to be fixed, please: "Inconsistent Documentation and Errors with Text-Only Models and Streamed Responses"

  • Created: 0 days ago
  • Description: The documentation contains errors and inconsistencies:
    • Text-only input example uses an image-required model.
    • Streamed responses example raises an AttributeError.
  • Impact: Misleading documentation can cause significant confusion and wasted time for developers.
  • Steps to Reproduce: Detailed steps are provided to reproduce both issues.

Issue #135: Clarity on attaching billing account to make it work

  • Created: 1 day ago
  • Description: Users are unable to link their billing accounts, resulting in a 400 User location is not supported for the API use without a billing account linked error.
  • Impact: This prevents users from making API calls, effectively blocking any usage of the service.
  • Uncertainty: The issue suggests enabling certain APIs but lacks clear instructions or documentation links.

Issue #101: Security Policy violation SECURITY.md

  • Created: 14 days ago
  • Description: The repository lacks a SECURITY.md file, which is essential for guiding users on how to report vulnerabilities securely.
  • Impact: This is a significant security oversight that needs immediate attention.
  • Automated Updates: The issue has been updated multiple times by a bot, indicating ongoing non-compliance.

Issue #62: File API does not delete files upon request

  • Created: 32 days ago
  • Description: The genai.delete_file method buffers indefinitely without completing the request.
  • Impact: This bug affects file management capabilities, leading to potential resource leaks and inefficiencies.
  • Uncertainty: The user has not provided sufficient information to reproduce the issue reliably.

Other Notable Issues

Issue #139: Change official SDKs url

  • Created: 1 day ago
  • Status: Awaiting Contributor License Agreement (CLA) signing.
  • Impact: Minor but necessary update for maintaining correct documentation links.

Issue #137: Broken Links on website

  • Created: 1 day ago
  • Description: Many links on the cookbook page lead to 404 errors.
  • Impact: Broken links degrade user experience and hinder access to resources.

Issue #124: langchain and gemini

  • Created: 5 days ago
  • Description: Example of using langchain with gemini.
  • Comments: Includes visual diff feedback via ReviewNB.

Issue #107: make code-only version of notebooks available

  • Created: 12 days ago
  • Description: Request for code-only examples separate from explanatory notebooks.
  • Impact: Enhances accessibility for developers who prefer plain code over notebooks.

Recently Closed Issues

Issue #138: Change official SDKs url

  • Closed: 1 day ago

Issue #136: Update Video.ipynb

  • Closed: 1 day ago

Issue #134: Small string adjustment at the Gemini_Flash_Introduction quickstart

  • Closed: 1 day ago

Summary

The open issues in the google-gemini/cookbook repository highlight several critical areas needing attention:

  1. Severe limitations on request quotas (#141).
  2. Inconsistent and erroneous documentation (#140).
  3. Billing account linking issues (#135).
  4. Security policy non-compliance (#101).
  5. File deletion bugs in the API (#62).

Addressing these issues promptly will significantly improve user experience, security, and functionality of the repository.

Report On: Fetch pull requests



Analysis of Pull Requests for google-gemini/cookbook

Open Pull Requests

  1. #139: Change official SDKs url

    • State: Open
    • Created: 1 day ago
    • Comments: The CLA check has failed, and the contributor needs to sign the Contributor License Agreement (CLA).
    • Files Changed: README.md (+14, -6)
    • Notable Issues: The PR cannot proceed until the CLA is signed.

  2. #124: langchain and gemini

    • State: Open
    • Created: 5 days ago
    • Comments: No major issues noted.
    • Files Changed: examples/Langchain_Gemini.ipynb (added, +1029)

  3. #98: switch from openai to gemini

    • State: Open
    • Created: 15 days ago
    • Comments: No major issues noted.
    • Files Changed: examples/Switch_from_OpenAI_to_Gemini.ipynb (added, +296)

  4. #89: Create Internet_Access_Function_Calling.py

    • State: Open
    • Created: 25 days ago
    • Comments: Positive feedback from a reviewer.
    • Files Changed: examples/Internet_Access_Function_Calling.py (added, +96)

  5. #86: Add RAG implementation using Gemini LLM and Embedding using BeyondLLM

    • State: Open
    • Created: 26 days ago, edited 24 days ago
    • Comments: The CLA check has failed; the contributor needs to sign the CLA.
    • Files Changed:
    • examples/integrations/Gemini_LlamaIndex_Guide.ipynb (added, +391)
    • examples/integrations/beyondllm_gemini_rag.ipynb (added, +217)
    • Notable Issues: The PR cannot proceed until the CLA is signed.

  6. #82: Update Embeddings.ipynb to show output_dimenstionality parameter

    • State: Open
    • Created: 27 days ago, edited 8 days ago
    • Comments: Extensive review comments suggesting various improvements and updates.
    • Files Changed:
    • quickstarts/Embeddings.ipynb (+111, -38)

  7. #80: Add inline audio example

    • State: Open
    • Created: 27 days ago
    • Comments: Review comments suggesting simplifications.
    • Files Changed:
    • quickstarts/Audio.ipynb (+180, -30)

  8. #76: Add Weaviate and Gemini cookbook

    • State: Open
    • Created: 28 days ago
    • Comments: The CLA check has failed; the contributor needs to sign the CLA.
    • Files Changed:
    • examples/Building_with_Weaviate_and_Gemini/docker-compose.yml (added, +25)
    • examples/Building_with_Weaviate_and_Gemini/personalized_description_with_weaviate_and_gemini.ipynb (added, +963)
    • Notable Issues: The PR cannot proceed until the CLA is signed.

  9. #71: add litellm example (OpenAI-Compatible Endpoint)

    • State: Open
    • Created: 29 days ago, edited 28 days ago
    • Comments: The CLA check has failed; the contributor needs to sign the CLA.
    • Files Changed:
    • examples/Gemini_Pro_LiteLLM_(OpenAI_Compatible_Endpoint).ipynb (added, +124)
    • Notable Issues: The PR cannot proceed until the CLA is signed.

  10. #7: LlamaIndex and Gemini Quickstart

    • State: Open
    • Created: 53 days ago, edited 26 days ago
    • Comments: Various updates and fixes have been made based on reviewer feedback.
    • Files Changed:
    • examples/integrations/Gemini_LlamaIndex_Guide.ipynb (added, +391)

Recently Closed Pull Requests

  1. #138: Change official SDKs url

    • State: Closed without merging
    • Created/Closed Dates: Created and closed 1 day ago.
    • Notable Issues: Failed CLA check.

  2. #136: Update Video.ipynb

    • State: Merged
    • Fixes a minor issue in video notebook.

  3. #134: Small string adjustment at the Gemini_Flash_Introduction quickstart – State: Merged – Minor adjustments in quickstart notebook.

4. #133: Include Gemini Flash model quickstart    - State: Merged    - Adds new quickstart notebook for Gemini Flash model.

5. #132: Merge feature branch    - State: Merged    - Merges multiple updates including token counting and function calling examples.

6. #131: Update File API Video Colab    - State: Merged    - Updates video colab with latest changes.

7. #130: Update video notebook    - State: Merged    - Fixes typo in video notebook.

8. #129: Update README.md for I/O workshop    - State: Merged    - Fixes missing words and clarifies points in README.

9. #128: The "pip install" command should be consistent    - State: Merged    - Ensures consistency in pip install commands across documents.

10. #127: Update instructions link for uploading files     – State** :Merged     – Adjusts links to renamed file upload notebook.

Notable Problems

  1. Multiple PRs (#139, #86, #76, #71) are blocked due to failed CLA checks.
  2. Some PRs have extensive review comments that need addressing (#82).
  3. Several PRs were closed without being merged (#138, #123), indicating potential issues with contributions or processes that need attention.

Conclusion

The project has active contributions but faces some challenges with CLA compliance and addressing review feedback promptly. Ensuring contributors sign CLAs and addressing review comments efficiently will help streamline the contribution process.

Report On: Fetch Files For Assessment



Source Code Assessment

Overview

The repository google-gemini/cookbook contains a collection of guides and examples for the Gemini API, which is developed by Google DeepMind. The repository is structured to provide quickstart tutorials, practical examples, and detailed documentation for various features of the API. The primary language used in the repository is Jupyter Notebook.

Repository Statistics

  • Created at: 2024-03-13
  • Pushed at: 2024-05-15
  • Size: 8288 kB
  • Forks: 355
  • Open issues: 32
  • Total commits: 108
  • Default branch: main
  • Total branches: 9
  • Watchers: 44
  • Stars: 2929
  • License: Apache License 2.0

Files to be Analyzed

  1. quickstarts/Prompting.ipynb
  2. quickstarts/rest/Prompting_REST.ipynb
  3. examples/Agents_Function_Calling_Barista_Bot.ipynb
  4. examples/Classify_text_with_embeddings.ipynb
  5. quickstarts/File_API.ipynb
  6. quickstarts/Safety.ipynb
  7. examples/Search_Wikipedia_using_ReAct.ipynb
  8. quickstarts/Function_calling.ipynb

Detailed Analysis

1. File: quickstarts/Prompting.ipynb

  • URL: Prompting.ipynb
  • Reason for Inclusion: Provides a quickstart guide for using the Gemini API with Python.

Analysis: Unfortunately, the content of this file is not provided in the input, making it impossible to analyze its structure and quality directly.

2. File: quickstarts/rest/Prompting_REST.ipynb

  • URL: Prompting_REST.ipynb
  • Reason for Inclusion: Offers a quickstart guide for using the Gemini API via REST.

Analysis: This notebook is well-organized and provides a clear step-by-step guide for using the Gemini API via REST with curl commands.

Key Points: 1. Licensing Information: - Properly includes Apache License information.

  1. Introduction and Setup:

    • Provides an introduction and setup instructions, including how to store API keys securely.

  2. Code Execution Cells:

    • Uses code cells to demonstrate how to make REST API calls using curl.
    • Includes output cells showing expected results, which helps users verify their own outputs.

  3. Image Handling Example:

    • Demonstrates how to handle images in prompts by downloading and processing an image using Python libraries like PIL.

  4. Safety Ratings:

    • Includes safety ratings in the response to ensure content generated by the API adheres to safety standards.

Overall, this notebook is comprehensive and user-friendly, making it easy for users to understand and interact with the Gemini API via REST.

3. File: examples/Agents_Function_Calling_Barista_Bot.ipynb

Analysis: This file is not provided in the input, so it's not possible to analyze its structure and quality directly.

4. File: examples/Classify_text_with_embeddings.ipynb

Analysis: This file is not provided in the input, so it's not possible to analyze its structure and quality directly.

5. File: quickstarts/File_API.ipynb

  • URL: File_API.ipynb
  • Reason for Inclusion: Explains how to use the File API.

Analysis: This file is not provided in the input, so it's not possible to analyze its structure and quality directly.

6. File: quickstarts/Safety.ipynb

  • URL: Safety.ipynb
  • Reason for Inclusion: Covers safety features of the Gemini API.

Analysis: This file is not provided in the input, so it's not possible to analyze its structure and quality directly.

7. File: examples/Search_Wikipedia_using_ReAct.ipynb

Analysis: This file is not provided in the input, so it's not possible to analyze its structure and quality directly.

8. File: quickstarts/Function_calling.ipynb

  • URL: Function_calling.ipynb
  • Reason for Inclusion: Focuses on function calling, a fundamental feature of the Gemini API.

Analysis: This file is not provided in the input, so it's not possible to analyze its structure and quality directly.

Summary

The repository appears well-organized with a clear focus on providing comprehensive guides and examples for various features of the Gemini API. The analyzed file (Prompting_REST.ipynb) demonstrates good practices in documentation, code organization, and user guidance.

However, due to limited access to other files mentioned in this assessment, a complete evaluation of all requested files could not be performed. For a thorough review, access to all relevant files would be necessary.