From 7e8506102186573e8fc1c4487f4db588fb386b37 Mon Sep 17 00:00:00 2001 From: Sarah Nadi Date: Fri, 20 Oct 2023 12:46:03 -0600 Subject: [PATCH] Initial Commit --- .github/workflows/run_experiment.yml | 211 +++ .gitignore | 8 + LICENSE | 21 + README.md | 64 + Show-and-Tell/Nadi_ShowAndTell.pdf | Bin 0 -> 4312007 bytes .../examples/Graph.from_numpy_matrix().py | 6 + .../examples/Graph.to_numpy_matrix().py | 8 + libraries/networkx/examples/OrderedGraph.py | 6 + libraries/networkx/library.json | 6 + .../networkx/releasenotes/release_2.8.3.rst | 56 + .../networkx/releasenotes/release_2.8.4.rst | 57 + .../networkx/releasenotes/release_2.8.5.rst | 58 + .../networkx/releasenotes/release_2.8.6.rst | 74 + .../networkx/releasenotes/release_2.8.7.rst | 52 + .../networkx/releasenotes/release_2.8.8.rst | 70 + .../networkx/releasenotes/release_3.0.rst | 329 ++++ libraries/networkx/requirements.txt | 1 + .../numpy/examples/fastCopyAndTranspose.py | 5 + libraries/numpy/examples/msort.py | 10 + libraries/numpy/library.json | 6 + libraries/numpy/releasenotes/1.22.4-notes.rst | 62 + libraries/numpy/releasenotes/1.23.0-notes.rst | 412 +++++ libraries/numpy/releasenotes/1.23.1-notes.rst | 45 + libraries/numpy/releasenotes/1.23.2-notes.rst | 50 + libraries/numpy/releasenotes/1.23.3-notes.rst | 56 + libraries/numpy/releasenotes/1.23.4-notes.rst | 48 + libraries/numpy/releasenotes/1.23.5-notes.rst | 39 + libraries/numpy/releasenotes/1.24.0-notes.rst | 515 ++++++ libraries/numpy/releasenotes/1.24.1-notes.rst | 50 + libraries/numpy/releasenotes/1.24.2-notes.rst | 51 + .../examples/2.infer_datetime_format.py | 18 + .../pandas/examples/Categorical.to_dense().py | 5 + .../pandas/examples/ExcelWriter.save().py | 16 + libraries/pandas/examples/Index.is_boolean.py | 6 + libraries/pandas/examples/Index.is_mixed.py | 5 + .../pandas/examples/factorize.na_sentinel.py | 7 + .../pandas/examples/infer_datetime_format.py | 4 + libraries/pandas/library.json | 6 + libraries/pandas/releasenotes/v1.4.3.rst | 72 + libraries/pandas/releasenotes/v1.4.4.rst | 65 + libraries/pandas/releasenotes/v1.5.0.rst | 1285 +++++++++++++++ libraries/pandas/releasenotes/v1.5.1.rst | 122 ++ libraries/pandas/releasenotes/v1.5.2.rst | 46 + libraries/pandas/releasenotes/v1.5.3.rst | 58 + libraries/pandas/releasenotes/v2.0.0.rst | 1416 +++++++++++++++++ libraries/pandas/requirements.txt | 1 + .../scipy/examples/central_diff_weights.py | 11 + libraries/scipy/examples/minimize.py | 11 + libraries/scipy/library.json | 6 + libraries/scipy/releasenotes/1.10.0-notes.rst | 1211 ++++++++++++++ libraries/scipy/releasenotes/1.10.1-notes.rst | 99 ++ libraries/scipy/releasenotes/1.8.1-notes.rst | 77 + libraries/scipy/releasenotes/1.9.0-notes.rst | 1242 +++++++++++++++ libraries/scipy/releasenotes/1.9.1-notes.rst | 53 + libraries/scipy/releasenotes/1.9.2-notes.rst | 71 + libraries/scipy/releasenotes/1.9.3-notes.rst | 122 ++ libraries/scipy/requirements.txt | 1 + pyproject.toml | 7 + ql/README.md | 5 + ql/qlpack.yml | 7 + ql/queries/all-apis.ql | 46 + requirements.txt | 12 + setup.py | 24 + src/apiexploration/Library.py | 166 ++ src/apiexploration/__init__.py | 0 src/apiexploration/explore_api.py | 22 + src/apiexploration/load_module.sh | 22 + src/apiexploration/run_api_diff.py | 50 + src/benchmark/__init__.py | 0 src/benchmark/list_libraries.py | 39 + src/benchmark/parse_reports.py | 210 +++ src/upgraider/Database.py | 52 + src/upgraider/Model.py | 354 +++++ src/upgraider/Report.py | 89 ++ src/upgraider/__init__.py | 0 src/upgraider/fix_lib_examples.py | 236 +++ src/upgraider/populate_doc_db.py | 125 ++ src/upgraider/resources/chat_template.txt | 18 + .../resources/database/.gitattributes | 1 + .../resources/database/releasenotes.db | 3 + src/upgraider/run_code.py | 69 + src/upgraider/run_code.sh | 25 + src/upgraider/run_experiment.py | 58 + src/upgraider/update_brushes_code.py | 25 + tests/__init__.py | 0 tests/conftest.py | 8 + tests/test_Model.py | 139 ++ tests/test_fix_lib_examples.py | 42 + 88 files changed, 10266 insertions(+) create mode 100644 .github/workflows/run_experiment.yml create mode 100644 .gitignore create mode 100644 LICENSE create mode 100644 README.md create mode 100644 Show-and-Tell/Nadi_ShowAndTell.pdf create mode 100644 libraries/networkx/examples/Graph.from_numpy_matrix().py create mode 100644 libraries/networkx/examples/Graph.to_numpy_matrix().py create mode 100644 libraries/networkx/examples/OrderedGraph.py create mode 100644 libraries/networkx/library.json create mode 100644 libraries/networkx/releasenotes/release_2.8.3.rst create mode 100644 libraries/networkx/releasenotes/release_2.8.4.rst create mode 100644 libraries/networkx/releasenotes/release_2.8.5.rst create mode 100644 libraries/networkx/releasenotes/release_2.8.6.rst create mode 100644 libraries/networkx/releasenotes/release_2.8.7.rst create mode 100644 libraries/networkx/releasenotes/release_2.8.8.rst create mode 100644 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mode 100644 libraries/pandas/examples/Categorical.to_dense().py create mode 100644 libraries/pandas/examples/ExcelWriter.save().py create mode 100644 libraries/pandas/examples/Index.is_boolean.py create mode 100644 libraries/pandas/examples/Index.is_mixed.py create mode 100644 libraries/pandas/examples/factorize.na_sentinel.py create mode 100644 libraries/pandas/examples/infer_datetime_format.py create mode 100644 libraries/pandas/library.json create mode 100644 libraries/pandas/releasenotes/v1.4.3.rst create mode 100644 libraries/pandas/releasenotes/v1.4.4.rst create mode 100644 libraries/pandas/releasenotes/v1.5.0.rst create mode 100644 libraries/pandas/releasenotes/v1.5.1.rst create mode 100644 libraries/pandas/releasenotes/v1.5.2.rst create mode 100644 libraries/pandas/releasenotes/v1.5.3.rst create mode 100644 libraries/pandas/releasenotes/v2.0.0.rst create mode 100644 libraries/pandas/requirements.txt create mode 100644 libraries/scipy/examples/central_diff_weights.py create mode 100644 libraries/scipy/examples/minimize.py create mode 100644 libraries/scipy/library.json create mode 100644 libraries/scipy/releasenotes/1.10.0-notes.rst create mode 100644 libraries/scipy/releasenotes/1.10.1-notes.rst create mode 100644 libraries/scipy/releasenotes/1.8.1-notes.rst create mode 100644 libraries/scipy/releasenotes/1.9.0-notes.rst create mode 100644 libraries/scipy/releasenotes/1.9.1-notes.rst create mode 100644 libraries/scipy/releasenotes/1.9.2-notes.rst create mode 100644 libraries/scipy/releasenotes/1.9.3-notes.rst create mode 100644 libraries/scipy/requirements.txt create mode 100644 pyproject.toml create mode 100644 ql/README.md create mode 100644 ql/qlpack.yml create mode 100644 ql/queries/all-apis.ql create mode 100644 requirements.txt create mode 100644 setup.py create mode 100644 src/apiexploration/Library.py create mode 100644 src/apiexploration/__init__.py create mode 100644 src/apiexploration/explore_api.py create mode 100755 src/apiexploration/load_module.sh create mode 100644 src/apiexploration/run_api_diff.py create mode 100644 src/benchmark/__init__.py create mode 100644 src/benchmark/list_libraries.py create mode 100644 src/benchmark/parse_reports.py create mode 100644 src/upgraider/Database.py create mode 100644 src/upgraider/Model.py create mode 100644 src/upgraider/Report.py create mode 100644 src/upgraider/__init__.py create mode 100644 src/upgraider/fix_lib_examples.py create mode 100644 src/upgraider/populate_doc_db.py create mode 100644 src/upgraider/resources/chat_template.txt create mode 100644 src/upgraider/resources/database/.gitattributes create mode 100644 src/upgraider/resources/database/releasenotes.db create mode 100644 src/upgraider/run_code.py create mode 100755 src/upgraider/run_code.sh create mode 100644 src/upgraider/run_experiment.py create mode 100644 src/upgraider/update_brushes_code.py create mode 100644 tests/__init__.py create mode 100644 tests/conftest.py create mode 100644 tests/test_Model.py create mode 100644 tests/test_fix_lib_examples.py diff --git a/.github/workflows/run_experiment.yml b/.github/workflows/run_experiment.yml new file mode 100644 index 0000000..ebfd63b --- /dev/null +++ b/.github/workflows/run_experiment.yml @@ -0,0 +1,211 @@ +name: Run Upgraider Experiment + +on: + workflow_dispatch: + inputs: + model: + description: "Model to use for fixing (gpt-3.5, gpt-4)" + type: string + default: "gpt-3.5" + useModelOnly: + description: "Run experiment with no external sources" + type: boolean + default: false + useDoc: + description: "Run experiment with references from Documentation/release notes" + type: boolean + default: true + compareTo: + description: "Run number of previous run to compare to (leave empty to skip comparison)" + default: "" + simthreshold: + description: "Similarity threshold for retrieval" + default: "0" # include all info + debug_enabled: + type: boolean + description: "Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)" + default: false +jobs: + setup: + runs-on: ubuntu-latest + outputs: + libraries: "${{ steps.parse_libraries.outputs.libraries }}" + model: "${{ github.event.inputs.model }}" + useModelOnly: "${{ github.event.inputs.useModelOnly || false }}" + useDoc: "${{ github.event.inputs.useDoc || true }}" + threshold: "${{ github.event.inputs.simthreshold || 0 }}" + steps: + - uses: actions/checkout@v3 + + - uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - run: | + pip install -r requirements.txt + python setup.py develop + + - id: parse_libraries + run: | + libraries=$(python ${GITHUB_WORKSPACE}/src/benchmark/list_libraries.py) + echo "got libraries $libraries" + echo "libraries=$libraries" >> $GITHUB_OUTPUT + + benchmark: + needs: + - setup + runs-on: ubuntu-latest + continue-on-error: true + strategy: + fail-fast: false + matrix: + library: ${{ fromJson(needs.setup.outputs.libraries) }} + steps: + - name: Checkout github repo (+ download lfs dependencies) + uses: actions/checkout@v3 + with: + lfs: true + + - name: Pull LFS objects + run: git lfs pull + + - uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - name: Install dependencies + run: | + pip install -r requirements.txt + python setup.py develop + + - name: Setup scratch venv + run: | + curr_dir=`pwd` + SCRATCH_VENV="$curr_dir/../scratchvenv" + echo "SCRATCH_VENV=$SCRATCH_VENV" >> $GITHUB_ENV + mkdir $SCRATCH_VENV + cd $SCRATCH_VENV + python -m venv .venv + + - name: Setup tmate session + uses: mxschmitt/action-tmate@v3 + if: ${{ github.event_name == 'workflow_dispatch' && inputs.debug_enabled }} + + - name: Run example update with no sources + if: ${{ github.event.inputs.useModelOnly == 'true' }} + env: + OPENAI_API_KEY: "${{ secrets.OPENAI_API_KEY }}" + OPENAI_ORG: "${{ secrets.OPENAI_ORG }}" + GPT4_ENDPOINT: ${{ secrets.GPT4_ENDPOINT }} + GPT4_AUTH_HEADERS: ${{ secrets.GPT4_AUTH_HEADERS }} + run: | + library_name=${{ matrix.library.name }} + curr_dir=`pwd` + outputdir="$curr_dir/results/$library_name/modelonly" + mkdir -p $outputdir + python src/upgraider/fix_lib_examples.py \ + --libpath ${{ matrix.library.path }} \ + --outputDir $outputdir \ + --dbsource modelonly \ + --threshold ${{ needs.setup.outputs.threshold }} \ + --model ${{ needs.setup.outputs.model }} \ + + - name: Run example update with doc sources + if: ${{ needs.setup.outputs.useDoc == 'true' }} + env: + OPENAI_API_KEY: "${{ secrets.OPENAI_API_KEY }}" + OPENAI_ORG: "${{ secrets.OPENAI_ORG }}" + GPT4_ENDPOINT: ${{ secrets.GPT4_ENDPOINT }} + GPT4_AUTH_HEADERS: ${{ secrets.GPT4_AUTH_HEADERS }} + run: | + library_name=${{ matrix.library.name }} + curr_dir=`pwd` + outputdir="$curr_dir/results/$library_name/doc" + mkdir -p $outputdir + python src/upgraider/fix_lib_examples.py \ + --libpath ${{ matrix.library.path }} \ + --outputDir $outputdir \ + --dbsource doc \ + --threshold ${{ needs.setup.outputs.threshold }} \ + --model ${{ needs.setup.outputs.model }} \ + + - name: Zip up results + run: | + zip -r results.zip results + + - name: Upload artifacts + uses: actions/upload-artifact@v3 + with: + name: results-${{ matrix.library.name }} + path: "results.zip" + + combine_output: + name: Combine output from all benchmarks + needs: + - benchmark + runs-on: ubuntu-latest + steps: + - name: Download output zips + uses: actions/download-artifact@v3 + + - name: Combine output zips + run: | + mkdir results + for zip in results-*/results.zip + do + unzip -oq $zip + done + zip -r results.zip results + - name: Upload combined output files + uses: actions/upload-artifact@v3 + with: + name: results-all + path: results.zip + + generate-report: + needs: + - combine_output + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + + - uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - name: Install dependencies + run: | + pip install -r requirements.txt + python setup.py develop + + - name: Download artifacts for this run + uses: actions/download-artifact@v3 + with: + name: results-all + path: results + + - name: Download artifacts for comparison run + if: ${{ github.event.inputs.compareTo != '' }} + uses: dawidd6/action-download-artifact@v2 + with: + run_number: ${{ github.event.inputs.compareTo }} + name: results-all + path: baseline + + - name: Setup tmate session + uses: mxschmitt/action-tmate@v3 + if: ${{ github.event_name == 'workflow_dispatch' && inputs.debug_enabled }} + + - name: Generate report + run: | + cd results + unzip results.zip + cd .. + if [ -d baseline ]; then + cd baseline + unzip results.zip + cd .. + python ${GITHUB_WORKSPACE}/src/benchmark/parse_reports.py --outputdir results/results --baselinedir baseline/results > $GITHUB_STEP_SUMMARY + else + python ${GITHUB_WORKSPACE}/src/benchmark/parse_reports.py --outputdir results/results > $GITHUB_STEP_SUMMARY + fi diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..bc8eb6a --- /dev/null +++ b/.gitignore @@ -0,0 +1,8 @@ +*.swp +__pycache__ +.env +.venv +.tox +.ipynb_checkpoints/ +.DS_Store +src/soretrieval.egg-info/ diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..545898a --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2023 GitHub + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..3586b23 --- /dev/null +++ b/README.md @@ -0,0 +1,64 @@ +# UpgrAIder: Automatically Updating Deprecated API Usage through LLMs and documentation retrieval + +The goal of this project is to update outdated code snippets (specifically those that use deprecated library APIs). The technique relies on the usage of a Large Language Model (hence the "AI" in the name), augmented with information retrieved from release notes. More details about the project can be found in [this presentation](https://github.com/githubnext/Upgraider/blob/main/Show-and-Tell/Nadi_ShowAndTell.pdf) + +## Setup + +- `git clone ` + +- Install dependencies: + +``` +python -m venv .venv +source .venv/bin/activate +pip install -r requirements +python setup.py develop +``` + +- Create environment variables + - You will need an OpenAI key to run this project. + - When running evaluation experiments, we use a separate virtual environment to install the specific version of the library we want to analyze. Create a virtual environment in a separate folder from this project and include its path in the `.env file` (`SCRATCH_VENV`) + - Create a `.env` file to hold these environment variables: + + ``` + cat > .env < + ``` + +## Running + +### Populating the DB + +To populate the database with the information of the available release notes for each library, run `python src/upgraider/populate_doc_db.py` + +Note that this is a one time step (unless you add libraries or release notes). The `libraries` folder contains information for all current target libraries, including the code examples we evaluate on. Each library folder contains a `library.json` file that specifies the base version, which is the library version available around the training date of the model (~ May 2022) and the current version of the library. The base version is useful to know which release notes to consider (those after that date) while the current version is useful since this is the one we want to use for our experiments. + +Right now, each library folder already contains the release notes between the base and current library version. These were manually retrieved; in the future, it would be useful to create a script that automatically retrieves release notes for a given library. + +The above script looks for sections with certain keywords related to APIs and/or deprecation. It then creates a DB entry which has an embedding for the content of each item in those sections. + +### Updating a single code example + +`src/upgraider/fix_code_examples.py` is the file responsible for this. Run `python upgraider/fix_lib_examples.py --help` to see the required command lines. To run a single example, make sure to specify `--examplefile`; otherwise, it will run on all the examples available for that library. + +### Running a full experiment + +Run `python src/upgraider/run_experiment.py`. This will attempt to run upgraider on *all* code examples avaiable for *all* libraries in the `libraries` folder. The output data and reports will be written to the `output` folder. + +### Using Actions to run experiments + +The `run_experiment` workflow allows you to run a full experiment on the available libraries. It produces a markdown report of the results. Note that you need to set the required environment variables (i.e., API keys etc) as repository secrets. + +### Running Tests + +`python -m pytest` + +## Extra Functionality + +Experimental/not current used any more: To find differences between two versions of an API, you can run + +`python src/apiexploration/run_api_diff.py` + +which will use the library version info in the `libraries` folders. \ No newline at end of file diff --git a/Show-and-Tell/Nadi_ShowAndTell.pdf b/Show-and-Tell/Nadi_ShowAndTell.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7ca9a570678e80406b7a64b6bc207729e0a753d7 GIT binary patch literal 4312007 zcmeFZ#^8v<#inAtfQ*-O}B4HV8hy z&-tD|;JomSz|5X|-+QffUF%xwUL(1*fDr8~IwoZDrp4XGwamTbo~9OLCNKloLdOJ| ziwjIIWNc=mZw34`)3(tU(ATxl(+AT_=)X6#F#Nb zgA=>8tAO^S)a{R$ztWaMY@>9u$l=Y)*l<>P^m@!g(?hi%EaRqP#5e1)z_&UCbgX#s zP>~JhjiNjbm*riQ>=I2P~n3FHK<0V--X(H_X(YBJ0a2Dtk<8mNwcdGwB`MCQ_isZ zOx4mAs{Ax3YryB_oVB*km}9;jjz8KvN%=%MybwEqmu=?rmCAA&^&2W5TJC<#>BVf8 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