Merge pull request #404 from Codium-ai/tr/final_fixes

final fixes

INSTALL.md

@@ -4,66 +4,69 @@
 To get started with PR-Agent quickly, you first need to acquire two tokens:
 
 1. An OpenAI key from [here](https://platform.openai.com/), with access to GPT-4.
-2. A GitHub personal access token (classic) with the repo scope.
+2. A GitHub\GitLab\BitBucket personal access token (classic) with the repo scope.
 
 There are several ways to use PR-Agent:
 
-- [Method 1: Use Docker image (no installation required)](INSTALL.md#method-1-use-docker-image-no-installation-required)
-- [Method 2: Run from source](INSTALL.md#method-2-run-from-source)
-- [Method 3: Run as a GitHub Action](INSTALL.md#method-3-run-as-a-github-action)
-- [Method 4: Run as a polling server](INSTALL.md#method-4-run-as-a-polling-server)
-- [Method 5: Run as a GitHub App](INSTALL.md#method-5-run-as-a-github-app)
-- [Method 6: Deploy as a Lambda Function](INSTALL.md#method-6---deploy-as-a-lambda-function)
-- [Method 7: AWS CodeCommit](INSTALL.md#method-7---aws-codecommit-setup)
-- [Method 8: Run a GitLab webhook server](INSTALL.md#method-8---run-a-gitlab-webhook-server)
-- [Method 9: Run as a Bitbucket Pipeline](INSTALL.md#method-9-run-as-a-bitbucket-pipeline)
+**Locally**
+- [Using Docker image (no installation required)](INSTALL.md#use-docker-image-no-installation-required)
+- [Run from source](INSTALL.md#run-from-source)
+
+**GitHub specific methods**
+- [Run as a GitHub Action](INSTALL.md#run-as-a-github-action)
+- [Run as a polling server](INSTALL.md#run-as-a-polling-server)
+- [Run as a GitHub App](INSTALL.md#run-as-a-github-app)
+- [Deploy as a Lambda Function](INSTALL.md#deploy-as-a-lambda-function)
+- [AWS CodeCommit](INSTALL.md#aws-codecommit-setup)
+
+**GitLab specific methods**
+- [Run a GitLab webhook server](INSTALL.md#run-a-gitlab-webhook-server)
+
+**BitBucket specific methods**
+- [Run as a Bitbucket Pipeline](INSTALL.md#run-as-a-bitbucket-pipeline)
+- [Run on a hosted app](INSTALL.md#run-on-a-hosted-bitbucket-app)
 ---
 
-### Method 1: Use Docker image (no installation required)
+### Use Docker image (no installation required)
 
 To request a review for a PR, or ask a question about a PR, you can run directly from the Docker image. Here's how:
 
-1. To request a review for a PR, run the following command:
-
 For GitHub:
 ```
-docker run --rm -it -e OPENAI.KEY=<your key> -e GITHUB.USER_TOKEN=<your token> codiumai/pr-agent --pr_url <pr_url> review
+docker run --rm -it -e OPENAI.KEY=<your key> -e GITHUB.USER_TOKEN=<your token> codiumai/pr-agent:latest --pr_url <pr_url> review
 ```
 For GitLab:
 ```
-docker run --rm -it -e OPENAI.KEY=<your key> -e CONFIG.GIT_PROVIDER=gitlab -e GITLAB.PERSONAL_ACCESS_TOKEN=<your token> codiumai/pr-agent --pr_url <pr_url> review
+docker run --rm -it -e OPENAI.KEY=<your key> -e CONFIG.GIT_PROVIDER=gitlab -e GITLAB.PERSONAL_ACCESS_TOKEN=<your token> codiumai/pr-agent:latest --pr_url <pr_url> review
 ```
+For BitBucket:
+```
+docker run --rm -it -e CONFIG.GIT_PROVIDER=bitbucket -e OPENAI.KEY=$OPENAI_API_KEY -e BITBUCKET.BEARER_TOKEN=$BITBUCKET_BEARER_TOKEN codiumai/pr-agent:latest --pr_url=<pr_url> review
+```
+
 For other git providers, update CONFIG.GIT_PROVIDER accordingly, and check the `pr_agent/settings/.secrets_template.toml` file for the environment variables expected names and values.
 
-2. To ask a question about a PR, run the following command:
 
+Similarly, to ask a question about a PR, run the following command:
 ```
 docker run --rm -it -e OPENAI.KEY=<your key> -e GITHUB.USER_TOKEN=<your token> codiumai/pr-agent --pr_url <pr_url> ask "<your question>"
 ```
-Note: If you want to ensure you're running a specific version of the Docker image, consider using the image's digest.
-The digest is a unique identifier for a specific version of an image. You can pull and run an image using its digest by referencing it like so: repository@sha256:digest. Always ensure you're using the correct and trusted digest for your operations.
 
-1. To request a review for a PR using a specific digest, run the following command:
+A list of the relevant tools can be found in the [tools guide](./docs/TOOLS_GUIDE.md).
+
+
+Note: If you want to ensure you're running a specific version of the Docker image, consider using the image's digest:
 ```bash
 docker run --rm -it -e OPENAI.KEY=<your key> -e GITHUB.USER_TOKEN=<your token> codiumai/pr-agent@sha256:71b5ee15df59c745d352d84752d01561ba64b6d51327f97d46152f0c58a5f678 --pr_url <pr_url> review
 ```
-
-2. To ask a question about a PR using the same digest, run the following command:
-```bash
-docker run --rm -it -e OPENAI.KEY=<your key> -e GITHUB.USER_TOKEN=<your token> codiumai/pr-agent@sha256:71b5ee15df59c745d352d84752d01561ba64b6d51327f97d46152f0c58a5f678 --pr_url <pr_url> ask "<your question>"
+in addition, you can run a [specific released versions](./RELEASE_NOTES.md) of pr-agent, for example:
+```
+codiumai/pr-agent@v0.8
 ```
-
-Possible questions you can ask include:
-
-- What is the main theme of this PR?
-- Is the PR ready for merge?
-- What are the main changes in this PR?
-- Should this PR be split into smaller parts?
-- Can you compose a rhymed song about this PR?
 
 ---
 
-### Method 2: Run from source
+### Run from source
 
 1. Clone this repository:
 
@@ -93,11 +96,14 @@ python3 -m pr_agent.cli --pr_url <pr_url> review
 python3 -m pr_agent.cli --pr_url <pr_url> ask <your question>
 python3 -m pr_agent.cli --pr_url <pr_url> describe
 python3 -m pr_agent.cli --pr_url <pr_url> improve
+python3 -m pr_agent.cli --pr_url <pr_url> add_docs
+python3 -m pr_agent.cli --issue_url <issue_url> similar_issue
+...
 ```
 
 ---
 
-### Method 3: Run as a GitHub Action
+### Run as a GitHub Action
 
 You can use our pre-built Github Action Docker image to run PR-Agent as a Github Action.
 
@@ -167,10 +173,11 @@ When you open your next PR, you should see a comment from `github-actions` bot w
 
 ---
 
-### Method 4: Run as a polling server
-Request reviews by tagging your Github user on a PR
+### Run as a polling server
+Request reviews by tagging your GitHub user on a PR
+
+Follow [steps 1-3](#run-as-a-github-action) of the GitHub Action setup.
 
-Follow steps 1-3 of method 2.
 Run the following command to start the server:
 
 ```
@@ -179,7 +186,7 @@ python pr_agent/servers/github_polling.py
 
 ---
 
-### Method 5: Run as a GitHub App
+### Run as a GitHub App
 Allowing you to automate the review process on your private or public repositories.
 
 1. Create a GitHub App from the [Github Developer Portal](https://docs.github.com/en/developers/apps/creating-a-github-app).
@@ -260,13 +267,13 @@ docker push codiumai/pr-agent:github_app  # Push to your Docker repository
 9. Install the app by navigating to the "Install App" tab and selecting your desired repositories.
 
 > **Note:** When running PR-Agent from GitHub App, the default configuration file (configuration.toml) will be loaded.<br>
-> However, you can override the default tool parameters by uploading a local configuration file<br>
-> For more information please check out [CONFIGURATION.md](Usage.md#working-from-github-app-pre-built-repo)
+> However, you can override the default tool parameters by uploading a local configuration file `.pr_agent.toml`<br>
+> For more information please check out the [USAGE GUIDE](./Usage.md#working-with-github-app)
 ---
 
-### Method 6 - Deploy as a Lambda Function
+### Deploy as a Lambda Function
 
-1. Follow steps 1-5 of [Method 5](#method-5-run-as-a-github-app).
+1. Follow steps 1-5 of [Method 5](#run-as-a-github-app).
 2. Build a docker image that can be used as a lambda function
     ```shell
     docker buildx build --platform=linux/amd64 . -t codiumai/pr-agent:serverless -f docker/Dockerfile.lambda
@@ -278,12 +285,12 @@ docker push codiumai/pr-agent:github_app  # Push to your Docker repository
     ```
 4. Create a lambda function that uses the uploaded image. Set the lambda timeout to be at least 3m.
 5. Configure the lambda function to have a Function URL.
-6. Go back to steps 8-9 of [Method 5](#method-5-run-as-a-github-app) with the function url as your Webhook URL.
+6. Go back to steps 8-9 of [Method 5](#run-as-a-github-app) with the function url as your Webhook URL.
     The Webhook URL would look like `https://<LAMBDA_FUNCTION_URL>/api/v1/github_webhooks`
 
 ---
 
-### Method 7 - AWS CodeCommit Setup
+### AWS CodeCommit Setup
 
 Not all features have been added to CodeCommit yet.  As of right now, CodeCommit has been implemented to run the pr-agent CLI on the command line, using AWS credentials stored in environment variables.  (More features will be added in the future.)  The following is a set of instructions to have pr-agent do a review of your CodeCommit pull request from the command line:
 
@@ -353,7 +360,7 @@ PYTHONPATH="/PATH/TO/PROJECTS/pr-agent" python pr_agent/cli.py \
 
 ---
 
-### Method 8 - Run a GitLab webhook server
+### Run a GitLab webhook server
 
 1. From the GitLab workspace or group, create an access token. Enable the "api" scope only.
 2. Generate a random secret for your app, and save it for later. For example, you can use:
@@ -372,7 +379,7 @@ In the "Trigger" section, check the ‘comments’ and ‘merge request events
 
 
 
-### Method 9: Run as a Bitbucket Pipeline
+### Run as a Bitbucket Pipeline
 
 
 You can use the Bitbucket Pipeline system to run PR-Agent on every pull request open or update.
@@ -396,7 +403,12 @@ pipelines:
 OPENAI_API_KEY: <your key>
 BITBUCKET_BEARER_TOKEN: <your token>
 
-You can get a Bitbucket token for your repository by following Repository Settings -> Security -> Access Tokens
+You can get a Bitbucket token for your repository by following Repository Settings -> Security -> Access Tokens.
+
+
+### Run on a hosted Bitbucket app
+
+Please contact <support@codium.ai> if you're interested in a hosted BitBucket app solution that provides full functionality including PR reviews and comment handling. It's based on the [bitbucket_app.py](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/git_providers/bitbucket_provider.py) implmentation.
 
 
 =======

README.md

@@ -28,16 +28,16 @@ CodiumAI `PR-Agent` is an open-source tool aiming to help developers review pull
 \
 ‣ **Update Changelog ([`/update_changelog`](./docs/UPDATE_CHANGELOG.md))**: Automatically updating the CHANGELOG.md file with the PR changes.
 \
-‣ **Find similar issue ([`/similar_issue`](./docs/SIMILAR_ISSUE.md))**: Automatically retrieves and presents similar issues
+‣ **Find Similar Issue ([`/similar_issue`](./docs/SIMILAR_ISSUE.md))**: Automatically retrieves and presents similar issues
 \
 ‣ **Add Documentation ([`/add_docs`](./docs/ADD_DOCUMENTATION.md))**: Automatically adds documentation to un-documented functions/classes in the PR.
 
-See the [Usage Guide](./Usage.md) for instructions how to run the different tools from _CLI_, _online usage_, Or by _automatically triggering_ them when a new PR is opened.
+See the [Installation Guide](./INSTALL.md) for instructions how to install and run the tool on different platforms.
+
+See the [Usage Guide](./Usage.md) for instructions how to run the different tools from _CLI_, _online usage_, or by _automatically triggering_ them when a new PR is opened.
 
 See the [Tools Guide](./docs/TOOLS_GUIDE.md) for detailed description of the different tools.
 
-See the [Release notes](./RELEASE_NOTES.md) for updates on the latest changes.
-
 <h3>Example results:</h3>
 </div>
 <h4><a href="https://github.com/Codium-ai/pr-agent/pull/229#issuecomment-1687561986">/describe:</a></h4>
@@ -204,6 +204,9 @@ Here are some advantages of PR-Agent:
   - [x] Documentation (is the PR properly documented)
   - [ ] ...
 
+See the [Release notes](./RELEASE_NOTES.md) for updates on the latest changes.
+
+
 ## Similar Projects
 
 - [CodiumAI - Meaningful tests for busy devs](https://github.com/Codium-ai/codiumai-vscode-release) (although various capabilities are much more advanced in the CodiumAI IDE plugins)
@@ -211,7 +214,12 @@ Here are some advantages of PR-Agent:
 - [openai-pr-reviewer](https://github.com/coderabbitai/openai-pr-reviewer)
 - [CodeReview BOT](https://github.com/anc95/ChatGPT-CodeReview)
 - [AI-Maintainer](https://github.com/merwanehamadi/AI-Maintainer)
-  
+
+## Data Privacy
+
+If you use self-host PR-Agent, e.g. via CLI running on your computer, with your OpenAI API key, it is between you and OpenAI. You can read their API data privacy policy here:
+https://openai.com/enterprise-privacy
+
 ## Links
 
 [![Join our Discord community](https://raw.githubusercontent.com/Codium-ai/codiumai-vscode-release/main/media/docs/Joincommunity.png)](https://discord.gg/kG35uSHDBc)

Usage.md

@@ -12,7 +12,7 @@
 
 ### Introduction
 
-See the **[installation guide](/INSTALL.md)** for instructions on how to setup PR-Agent. After installation, there are three basic ways to invoke CodiumAI PR-Agent:
+After [installation](/INSTALL.md), there are three basic ways to invoke CodiumAI PR-Agent:
 1. Locally running a CLI command
 2. Online usage - by [commenting](https://github.com/Codium-ai/pr-agent/pull/229#issuecomment-1695021901) on a PR
 3. Enabling PR-Agent tools to run automatically when a new PR is opened

docs/DESCRIBE.md

@@ -27,18 +27,14 @@ Under the section 'pr_description', the [configuration file](./../pr_agent/setti
 
 - `extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...".
 
-#### Markers template
+### Markers template
 
 markers enable to easily integrate user's content and auto-generated content, with a template-like mechanism.
 
-- `use_description_markers`: if set to true, the tool will use markers template. It replaces every marker of the form `pr_agent:marker_name` with the relevant content. Default is false.
-
 For example, if the PR original description was:
 ```
 User content...
 
-## PR Type:
-pr_agent:pr_type
 
 ## PR Description:
 pr_agent:summary
@@ -46,6 +42,21 @@ pr_agent:summary
 ## PR Walkthrough:
 pr_agent:walkthrough
 ```
-The marker `pr_agent:pr_type` will be replaced with the PR type, `pr_agent:summary` will be replaced with the PR summary, and `pr_agent:walkthrough` will be replaced with the PR walkthrough.
+The marker `pr_agent:summary` will be replaced with the PR summary, and `pr_agent:walkthrough` will be replaced with the PR walkthrough.
 
+##### Example:
+```
+        env:
+          pr_description.use_description_markers: 'true'
+```          
+
+<kbd><img src=./../pics/describe_markers_before.png width="768"></kbd>
+
+==>
+
+<kbd><img src=./../pics/describe_markers_after.png width="768"></kbd>
+
+##### Configuration params:
+
+- `use_description_markers`: if set to true, the tool will use markers template. It replaces every marker of the form `pr_agent:marker_name` with the relevant content. Default is false.
 - `include_generated_by_header`: if set to true, the tool will add a dedicated header: 'Generated by PR Agent at ...' to any automatic content. Default is true.

docs/GENERATE_CUSTOM_LABELS.md

@@ -0,0 +1,35 @@
+# Generate Custom Labels
+The `generte_labels` tool scans the PR code changes, and given a list of labels and their descriptions, it automatically suggests labels that match the PR code changes.
+
+It can be invoked manually by commenting on any PR:
+```
+/generate_labels
+```
+For example:
+
+If we wish to add detect changes to SQL queries in a given PR, we can add the following custom label along with its description:
+
+<kbd><img src=./../pics/custom_labels_list.png width="768"></kbd>
+When running the `generte_labels` tool on a PR that includes changes in SQL queries, it will automatically suggest the custom label:
+<kbd><img src=./../pics/custom_label_published.png width="768"></kbd>
+
+### Configuration options
+To enable custom labels, you need to add the following configuration to the [custom_labels file](./../pr_agent/settings/custom_labels.toml):
+ - Change `enable_custom_labels` to True: This will turn off the default labels and enable the custom labels provided in the custom_labels.toml file.
+ - Add the custom labels to the custom_labels.toml file. It should be formatted as follows:
+ ```
+[custom_labels."Custom Label Name"]
+description = "Description of when AI should suggest this label"
+```
+ - You can add modify the list to include all the custom labels you wish to use in your repository.
+
+#### Github Action
+To use the `generte_labels` tool with Github Action:
+
+- Add the following file to your repository under `env` section in `.github/workflows/pr_agent.yml`
+- Comma separated list of custom labels and their descriptions
+- The number of labels and descriptions should be the same and in the same order (empty descriptions are allowed):
+```
+CUSTOM_LABELS: "label1, label2, ..."
+CUSTOM_LABELS_DESCRIPTION: "label1 description, label2 description, ..."
+```

docs/IMPROVE.md

@@ -31,4 +31,15 @@ Under the section 'pr_code_suggestions', the [configuration file](./../pr_agent/
 - `num_code_suggestions_per_chunk`: number of code suggestions provided by the 'improve' tool, per chunk. Default is 8.
 - `rank_extended_suggestions`: if set to true, the tool will rank the suggestions, based on importance. Default is true.
 - `max_number_of_calls`: maximum number of chunks. Default is 5.
-- `final_clip_factor`: factor to remove suggestions with low confidence. Default is 0.9.
+- `final_clip_factor`: factor to remove suggestions with low confidence. Default is 0.9.
+
+
+#### A note on code suggestions quality
+
+- With current level of AI for code (GPT-4), mistakes can happen. Not all the suggestions will be perfect, and a user should not accept all of them automatically.
+
+- Suggestions are not meant to be [simplistic](./../pr_agent/settings/pr_code_suggestions_prompts.toml#L34). Instead, they aim to give deep feedback and raise questions, ideas and thoughts to the user, who can then use his judgment, experience, and understanding of the code base.
+
+- Recommended to use the 'extra_instructions' field to guide the model to suggestions that are more relevant to the specific needs of the project.
+
+- Best quality will be obtained by using 'improve --extended' mode.

docs/REVIEW.md

@@ -43,4 +43,15 @@ The tool will first ask the author questions about the PR, and will guide the re
 
 <kbd><img src=./../pics/reflection_questions.png width="768"></kbd>
 <kbd><img src=./../pics/reflection_answers.png width="768"></kbd>
-<kbd><img src=./../pics/reflection_insights.png width="768"></kbd>
+<kbd><img src=./../pics/reflection_insights.png width="768"></kbd>
+
+
+#### A note on code suggestions quality
+
+- With current level of AI for code (GPT-4), mistakes can happen. Not all the suggestions will be perfect, and a user should not accept all of them automatically.
+
+- Suggestions are not meant to be [simplistic](./../pr_agent/settings/pr_reviewer_prompts.toml#L29). Instead, they aim to give deep feedback and raise questions, ideas and thoughts to the user, who can then use his judgment, experience, and understanding of the code base.
+
+- Recommended to use the 'extra_instructions' field to guide the model to suggestions that are more relevant to the specific needs of the project.
+
+- Unlike the 'review' feature, which does a lot of things, the ['improve --extended'](./IMPROVE.md) feature is dedicated only to suggestions, and usually gives better results.

pr_agent/agent/pr_agent.py

@@ -7,6 +7,7 @@ from pr_agent.tools.pr_add_docs import PRAddDocs
 from pr_agent.tools.pr_code_suggestions import PRCodeSuggestions
 from pr_agent.tools.pr_config import PRConfig
 from pr_agent.tools.pr_description import PRDescription
+from pr_agent.tools.pr_generate_labels import PRGenerateLabels
 from pr_agent.tools.pr_information_from_user import PRInformationFromUser
 from pr_agent.tools.pr_questions import PRQuestions
 from pr_agent.tools.pr_reviewer import PRReviewer
@@ -31,6 +32,7 @@ command2class = {
     "settings": PRConfig,
     "similar_issue": PRSimilarIssue,
     "add_docs": PRAddDocs,
+    "generate_labels": PRGenerateLabels,
 }
 
 commands = list(command2class.keys())

pr_agent/algo/utils.py

@@ -304,3 +304,19 @@ def try_fix_yaml(review_text: str) -> dict:
         except:
             pass
     return data
+
+
+def set_custom_labels(variables):
+    labels = get_settings().custom_labels
+    if not labels:
+        # set default labels
+        labels = ['Bug fix', 'Tests', 'Bug fix with tests', 'Refactoring', 'Enhancement', 'Documentation', 'Other']
+        labels_list = "\n      - ".join(labels) if labels else ""
+        labels_list = f"      - {labels_list}" if labels_list else ""
+        variables["custom_labels"] = labels_list
+        return
+    final_labels = ""
+    for k, v in labels.items():
+        final_labels += f"      - {k} ({v['description']})\n"
+    variables["custom_labels"] = final_labels
+    variables["custom_labels_examples"] = f"      - {list(labels.keys())[0]}"

pr_agent/config_loader.py

@@ -23,8 +23,10 @@ global_settings = Dynaconf(
         "settings/pr_sort_code_suggestions_prompts.toml",
         "settings/pr_information_from_user_prompts.toml",
         "settings/pr_update_changelog_prompts.toml",
+        "settings/pr_custom_labels.toml",
         "settings/pr_add_docs.toml",
-        "settings_prod/.secrets.toml"
+        "settings_prod/.secrets.toml",
+        "settings/custom_labels.toml"
     ]]
 )
 

pr_agent/git_providers/github_provider.py

@@ -258,7 +258,10 @@ class GithubProvider(GitProvider):
 
     def get_repo_settings(self):
         try:
-            contents = self.repo_obj.get_contents(".pr_agent.toml", ref=self.pr.head.sha).decoded_content
+            # contents = self.repo_obj.get_contents(".pr_agent.toml", ref=self.pr.head.sha).decoded_content
+
+            # more logical to take 'pr_agent.toml' from the default branch
+            contents = self.repo_obj.get_contents(".pr_agent.toml").decoded_content
             return contents
         except Exception:
             return ""

pr_agent/git_providers/utils.py

@@ -26,6 +26,7 @@ def apply_repo_settings(pr_url):
                         section_dict[key] = value
                     get_settings().unset(section)
                     get_settings().set(section, section_dict, merge=False)
+                    get_logger().info(f"Applying repo settings for section {section}, contents: {contents}")
 
         finally:
             if repo_settings_file:

pr_agent/secret_providers/google_cloud_storage_secret_provider.py

@@ -1,9 +1,8 @@
 import ujson
-
 from google.cloud import storage
 
 from pr_agent.config_loader import get_settings
-from pr_agent.git_providers.gitlab_provider import logger
+from pr_agent.log import get_logger
 from pr_agent.secret_providers.secret_provider import SecretProvider
 
 
@@ -15,7 +14,7 @@ class GoogleCloudStorageSecretProvider(SecretProvider):
             self.bucket_name = get_settings().google_cloud_storage.bucket_name
             self.bucket = self.client.bucket(self.bucket_name)
         except Exception as e:
-            logger.error(f"Failed to initialize Google Cloud Storage Secret Provider: {e}")
+            get_logger().error(f"Failed to initialize Google Cloud Storage Secret Provider: {e}")
             raise e
 
     def get_secret(self, secret_name: str) -> str:
@@ -23,7 +22,7 @@ class GoogleCloudStorageSecretProvider(SecretProvider):
             blob = self.bucket.blob(secret_name)
             return blob.download_as_string()
         except Exception as e:
-            logger.error(f"Failed to get secret {secret_name} from Google Cloud Storage: {e}")
+            get_logger().error(f"Failed to get secret {secret_name} from Google Cloud Storage: {e}")
             return ""
 
     def store_secret(self, secret_name: str, secret_value: str):
@@ -31,5 +30,5 @@ class GoogleCloudStorageSecretProvider(SecretProvider):
             blob = self.bucket.blob(secret_name)
             blob.upload_from_string(secret_value)
         except Exception as e:
-            logger.error(f"Failed to store secret {secret_name} in Google Cloud Storage: {e}")
+            get_logger().error(f"Failed to store secret {secret_name} in Google Cloud Storage: {e}")
             raise e

pr_agent/servers/bitbucket_app.py

@@ -65,15 +65,17 @@ async def handle_manifest(request: Request, response: Response):
 
 @router.post("/webhook")
 async def handle_github_webhooks(background_tasks: BackgroundTasks, request: Request):
-    print(request.headers)
+    log_context = {"server_type": "bitbucket_app"}
+    get_logger().debug(request.headers)
     jwt_header = request.headers.get("authorization", None)
     if jwt_header:
         input_jwt = jwt_header.split(" ")[1]
     data = await request.json()
-    print(data)
+    get_logger().debug(data)
     async def inner():
         try:
             owner = data["data"]["repository"]["owner"]["username"]
+            log_context["sender"] = owner
             secrets = json.loads(secret_provider.get_secret(owner))
             shared_secret = secrets["shared_secret"]
             client_key = secrets["client_key"]
@@ -85,11 +87,17 @@ async def handle_github_webhooks(background_tasks: BackgroundTasks, request: Req
             agent = PRAgent()
             if event == "pullrequest:created":
                 pr_url = data["data"]["pullrequest"]["links"]["html"]["href"]
-                await agent.handle_request(pr_url, "review")
+                log_context["api_url"] = pr_url
+                log_context["event"] = "pull_request"
+                with get_logger().contextualize(**log_context):
+                    await agent.handle_request(pr_url, "review")
             elif event == "pullrequest:comment_created":
                 pr_url = data["data"]["pullrequest"]["links"]["html"]["href"]
+                log_context["api_url"] = pr_url
+                log_context["event"] = "comment"
                 comment_body = data["data"]["comment"]["content"]["raw"]
-                await agent.handle_request(pr_url, comment_body)
+                with get_logger().contextualize(**log_context):
+                    await agent.handle_request(pr_url, comment_body)
         except Exception as e:
             get_logger().error(f"Failed to handle webhook: {e}")
     background_tasks.add_task(inner)
@@ -102,9 +110,10 @@ async def handle_github_webhooks(request: Request, response: Response):
 @router.post("/installed")
 async def handle_installed_webhooks(request: Request, response: Response):
     try:
-        print(request.headers)
+        get_logger().info("handle_installed_webhooks")
+        get_logger().info(request.headers)
         data = await request.json()
-        print(data)
+        get_logger().info(data)
         shared_secret = data["sharedSecret"]
         client_key = data["clientKey"]
         username = data["principal"]["username"]
@@ -119,8 +128,10 @@ async def handle_installed_webhooks(request: Request, response: Response):
 
 @router.post("/uninstalled")
 async def handle_uninstalled_webhooks(request: Request, response: Response):
+    get_logger().info("handle_uninstalled_webhooks")
+
     data = await request.json()
-    print(data)
+    get_logger().info(data)
 
 
 def start():

pr_agent/servers/github_action_runner.py

@@ -5,6 +5,8 @@ import os
 from pr_agent.agent.pr_agent import PRAgent
 from pr_agent.config_loader import get_settings
 from pr_agent.git_providers import get_git_provider
+from pr_agent.git_providers.utils import apply_repo_settings
+from pr_agent.log import get_logger
 from pr_agent.tools.pr_code_suggestions import PRCodeSuggestions
 from pr_agent.tools.pr_description import PRDescription
 from pr_agent.tools.pr_reviewer import PRReviewer
@@ -17,8 +19,11 @@ async def run_action():
     OPENAI_KEY = os.environ.get('OPENAI_KEY') or os.environ.get('OPENAI.KEY')
     OPENAI_ORG = os.environ.get('OPENAI_ORG') or os.environ.get('OPENAI.ORG')
     GITHUB_TOKEN = os.environ.get('GITHUB_TOKEN')
-    get_settings().set("CONFIG.PUBLISH_OUTPUT_PROGRESS", False)
+    CUSTOM_LABELS = os.environ.get('CUSTOM_LABELS')
+    CUSTOM_LABELS_DESCRIPTIONS = os.environ.get('CUSTOM_LABELS_DESCRIPTIONS')
+    # CUSTOM_LABELS is a comma separated list of labels (string), convert to list and strip spaces
 
+    get_settings().set("CONFIG.PUBLISH_OUTPUT_PROGRESS", False)
 
     # Check if required environment variables are set
     if not GITHUB_EVENT_NAME:
@@ -33,6 +38,7 @@ async def run_action():
     if not GITHUB_TOKEN:
         print("GITHUB_TOKEN not set")
         return
+    # CUSTOM_LABELS_DICT = handle_custom_labels(CUSTOM_LABELS, CUSTOM_LABELS_DESCRIPTIONS)
 
     # Set the environment variables in the settings
     get_settings().set("OPENAI.KEY", OPENAI_KEY)
@@ -40,6 +46,7 @@ async def run_action():
         get_settings().set("OPENAI.ORG", OPENAI_ORG)
     get_settings().set("GITHUB.USER_TOKEN", GITHUB_TOKEN)
     get_settings().set("GITHUB.DEPLOYMENT_TYPE", "user")
+    # get_settings().set("CUSTOM_LABELS", CUSTOM_LABELS_DICT)
 
     # Load the event payload
     try:
@@ -49,6 +56,15 @@ async def run_action():
         print(f"Failed to parse JSON: {e}")
         return
 
+    try:
+        get_logger().info("Applying repo settings")
+        pr_url = event_payload.get("pull_request", {}).get("html_url")
+        if pr_url:
+            apply_repo_settings(pr_url)
+            get_logger().info(f"enable_custom_labels: {get_settings().config.enable_custom_labels}")
+    except Exception as e:
+        get_logger().info(f"github action: failed to apply repo settings: {e}")
+
     # Handle pull request event
     if GITHUB_EVENT_NAME == "pull_request":
         action = event_payload.get("action")
@@ -88,5 +104,31 @@ async def run_action():
                         await PRAgent().handle_request(url, body)
 
 
+def handle_custom_labels(CUSTOM_LABELS, CUSTOM_LABELS_DESCRIPTIONS):
+    if CUSTOM_LABELS:
+        CUSTOM_LABELS = [x.strip() for x in CUSTOM_LABELS.split(',')]
+    else:
+        # Set default labels
+        CUSTOM_LABELS = ['Bug fix', 'Tests', 'Bug fix with tests', 'Refactoring', 'Enhancement', 'Documentation',
+                         'Other']
+        print(f"Using default labels: {CUSTOM_LABELS}")
+    if CUSTOM_LABELS_DESCRIPTIONS:
+        CUSTOM_LABELS_DESCRIPTIONS = [x.strip() for x in CUSTOM_LABELS_DESCRIPTIONS.split(',')]
+    else:
+        # Set default labels
+        CUSTOM_LABELS_DESCRIPTIONS = ['Fixes a bug in the code', 'Adds or modifies tests',
+                                     'Fixes a bug in the code and adds or modifies tests',
+                                     'Refactors the code without changing its functionality',
+                                     'Adds new features or functionality',
+                                     'Adds or modifies documentation',
+                                     'Other changes that do not fit in any of the above categories']
+        print(f"Using default labels: {CUSTOM_LABELS_DESCRIPTIONS}")
+    # create a dictionary of labels and descriptions
+    CUSTOM_LABELS_DICT = dict()
+    for i in range(len(CUSTOM_LABELS)):
+        CUSTOM_LABELS_DICT[CUSTOM_LABELS[i]] = {'description': CUSTOM_LABELS_DESCRIPTIONS[i]}
+    return CUSTOM_LABELS_DICT
+
+
 if __name__ == '__main__':
     asyncio.run(run_action())

pr_agent/servers/gitlab_webhook.py

@@ -12,23 +12,33 @@ from starlette_context.middleware import RawContextMiddleware
 
 from pr_agent.agent.pr_agent import PRAgent
 from pr_agent.config_loader import get_settings, global_settings
-from pr_agent.log import get_logger, setup_logger
+from pr_agent.log import LoggingFormat, get_logger, setup_logger
 from pr_agent.secret_providers import get_secret_provider
 
-setup_logger()
+setup_logger(fmt=LoggingFormat.JSON)
 router = APIRouter()
 
 secret_provider = get_secret_provider() if get_settings().get("CONFIG.SECRET_PROVIDER") else None
 
 
+def handle_request(background_tasks: BackgroundTasks, url: str, body: str, log_context: dict):
+    log_context["action"] = body
+    log_context["event"] = "pull_request" if body == "/review" else "comment"
+    log_context["api_url"] = url
+    with get_logger().contextualize(**log_context):
+        background_tasks.add_task(PRAgent().handle_request, url, body)
+
+
 @router.post("/webhook")
 async def gitlab_webhook(background_tasks: BackgroundTasks, request: Request):
+    log_context = {"server_type": "gitlab_app"}
     if request.headers.get("X-Gitlab-Token") and secret_provider:
         request_token = request.headers.get("X-Gitlab-Token")
         secret = secret_provider.get_secret(request_token)
         try:
             secret_dict = json.loads(secret)
             gitlab_token = secret_dict["gitlab_token"]
+            log_context["sender"] = secret_dict["id"]
             context["settings"] = copy.deepcopy(global_settings)
             context["settings"].gitlab.personal_access_token = gitlab_token
         except Exception as e:
@@ -48,13 +58,13 @@ async def gitlab_webhook(background_tasks: BackgroundTasks, request: Request):
     if data.get('object_kind') == 'merge_request' and data['object_attributes'].get('action') in ['open', 'reopen']:
         get_logger().info(f"A merge request has been opened: {data['object_attributes'].get('title')}")
         url = data['object_attributes'].get('url')
-        background_tasks.add_task(PRAgent().handle_request, url, "/review")
+        handle_request(background_tasks, url, "/review")
     elif data.get('object_kind') == 'note' and data['event_type'] == 'note':
         if 'merge_request' in data:
             mr = data['merge_request']
             url = mr.get('url')
             body = data.get('object_attributes', {}).get('note')
-            background_tasks.add_task(PRAgent().handle_request, url, body)
+            handle_request(background_tasks, url, body)
     return JSONResponse(status_code=status.HTTP_200_OK, content=jsonable_encoder({"message": "success"}))
 
 

pr_agent/settings/configuration.toml

@@ -31,11 +31,15 @@ publish_labels=true
 publish_description_as_comment=false
 add_original_user_description=false
 keep_original_user_title=false
+use_bullet_points=true
 extra_instructions = ""
+
 # markers
 use_description_markers=false
 include_generated_by_header=true
 
+#custom_labels = ['Bug fix', 'Tests', 'Bug fix with tests', 'Refactoring', 'Enhancement', 'Documentation', 'Other']
+
 [pr_questions] # /ask #
 
 [pr_code_suggestions] # /improve #
@@ -122,4 +126,4 @@ max_issues_to_scan = 500
 [pinecone]
 # fill and place in .secrets.toml
 #api_key = ...
-# environment = "gcp-starter"
+# environment = "gcp-starter"

pr_agent/settings/custom_labels.toml

@@ -0,0 +1,18 @@
+[config]
+enable_custom_labels=false
+
+## template for custom labels
+#[custom_labels."Bug fix"]
+#description = "Fixes a bug in the code"
+#[custom_labels."Tests"]
+#description = "Adds or modifies tests"
+#[custom_labels."Bug fix with tests"]
+#description = "Fixes a bug in the code and adds or modifies tests"
+#[custom_labels."Refactoring"]
+#description = "Code refactoring without changing functionality"
+#[custom_labels."Enhancement"]
+#description = "Adds new features or functionality"
+#[custom_labels."Documentation"]
+#description = "Adds or modifies documentation"
+#[custom_labels."Other"]
+#description = "Other changes that do not fit in any of the above categories"

pr_agent/settings/language_extensions.toml

@@ -433,3 +433,6 @@ reStructuredText = [".rst", ".rest", ".rest.txt", ".rst.txt", ]
 wisp = [".wisp", ]
 xBase = [".prg", ".prw", ]
 
+[docs_blacklist_extensions]
+# Disable docs for these extensions of text files and scripts that are not programming languages of function, classes and methods
+docs_blacklist = ['sql', 'txt', 'yaml', 'json', 'xml', 'md', 'rst', 'rest', 'rest.txt', 'rst.txt', 'mdpolicy', 'mdown', 'markdown', 'mdwn', 'mkd', 'mkdn', 'mkdown', 'sh']

pr_agent/settings/pr_custom_labels.toml

@@ -0,0 +1,72 @@
+[pr_custom_labels_prompt]
+system="""You are CodiumAI-PR-Reviewer, a language model designed to review git pull requests.
+Your task is to label the type of the PR content.
+- Make sure not to focus the new PR code (the '+' lines).
+- If needed, each YAML output should be in block scalar format ('|-')
+{%- if extra_instructions %}
+
+Extra instructions from the user:
+'
+{{ extra_instructions }}
+'
+{% endif %}
+
+You must use the following YAML schema to format your answer:
+```yaml
+PR Type:
+  type: array
+{%- if enable_custom_labels %}
+  description: One or more labels that describe the PR type. Don't output the description in the parentheses.
+{%- endif %}
+  items:
+    type: string
+    enum:
+{%- if enable_custom_labels %}
+{{ custom_labels }}
+{%- else %}
+      - Bug fix
+      - Tests
+      - Refactoring
+      - Enhancement
+      - Documentation
+      - Other
+{%- endif %}
+
+Example output:
+```yaml
+PR Type:
+{%- if enable_custom_labels %}
+{{ custom_labels_examples }}
+{%- else %}
+  - Bug fix
+  - Tests
+{%- endif %}
+```
+
+Make sure to output a valid YAML. Don't repeat the prompt in the answer, and avoid outputting the 'type' and 'description' fields.
+"""
+
+user="""PR Info:
+Previous title: '{{title}}'
+Previous description: '{{description}}'
+Branch: '{{branch}}'
+{%- if language %}
+
+Main language: {{language}}
+{%- endif %}
+{%- if commit_messages_str %}
+
+Commit messages:
+{{commit_messages_str}}
+{%- endif %}
+
+
+The PR Git Diff:
+```
+{{diff}}
+```
+Note that lines in the diff body are prefixed with a symbol that represents the type of change: '-' for deletions, '+' for additions, and ' ' (a space) for unchanged lines.
+
+Response (should be a valid YAML, and nothing else):
+```yaml
+"""

pr_agent/settings/pr_description_prompts.toml

@@ -19,19 +19,26 @@ PR Title:
   description: an informative title for the PR, describing its main theme
 PR Type:
   type: array
+{%- if enable_custom_labels %}
+  description: One or more labels that describe the PR type. Don't output the description in the parentheses.
+{%- endif %}
   items:
     type: string
     enum:
+{%- if enable_custom_labels %}
+{{ custom_labels }}
+{%- else %}
       - Bug fix
       - Tests
-      - Bug fix with tests
       - Refactoring
       - Enhancement
       - Documentation
       - Other
+{%- endif %}
 PR Description:
   type: string
-  description: an informative and concise description of the PR
+  description: an informative and concise description of the PR.
+  {%- if use_bullet_points %} Use bullet points. {% endif %}
 PR Main Files Walkthrough:
   type: array
   maxItems: 10
@@ -51,7 +58,11 @@ Example output:
 PR Title: |-
   ...
 PR Type:
+{%- if enable_custom_labels %}
+{{ custom_labels_examples }}
+{%- else %}
   - Bug fix
+{%- endif %}
 PR Description: |-
   ...
 PR Main Files Walkthrough:

pr_agent/settings/pr_reviewer_prompts.toml

@@ -25,7 +25,7 @@ code line that already existed in the file....
 The review should focus on new code added in the PR (lines starting with '+'), and not on code that already existed in the file (lines starting with '-', or without prefix).
 
 {%- if num_code_suggestions > 0 %}
-- Provide up to {{ num_code_suggestions }} code suggestions.
+- Provide up to {{ num_code_suggestions }} code suggestions. Try to provide diverse and insightful suggestions.
 - Focus on important suggestions like fixing code problems, issues and bugs. As a second priority, provide suggestions for meaningful code improvements, like performance, vulnerability, modularity, and best practices.
 - Avoid making suggestions that have already been implemented in the PR code. For example, if you want to add logs, or change a variable to const, or anything else, make sure it isn't already in the PR code.
 - Don't suggest to add docstring, type hints, or comments.
@@ -51,13 +51,22 @@ PR Analysis:
     description: summary of the PR in 2-3 sentences.
   Type of PR:
     type: string
+{%- if enable_custom_labels %}
+  description: One or more labels that describe the PR type. Don't output the description in the parentheses.
+{%- endif %}
+  items:
+    type: string
     enum:
+{%- if enable_custom_labels %}
+{{ custom_labels }}
+{%- else %}
       - Bug fix
       - Tests
       - Refactoring
       - Enhancement
       - Documentation
       - Other
+{%- endif %}
 {%- if require_score %}
   Score:
     type: int
@@ -99,10 +108,10 @@ PR Feedback:
   General suggestions:
     type: string
     description: |-
-      General suggestions and feedback for the contributors and maintainers of
-      this PR. May include important suggestions for the overall structure,
-      primary purpose, best practices, critical bugs, and other aspects of the
-      PR. Don't address PR title and description, or lack of tests. Explain your suggestions.
+      General suggestions and feedback for the contributors and maintainers of this PR.
+      May include important suggestions for the overall structure,
+      primary purpose, best practices, critical bugs, and other aspects of the PR.
+      Don't address PR title and description, or lack of tests. Explain your suggestions.
 {%- if num_code_suggestions > 0 %}
   Code feedback:
     type: array
@@ -115,11 +124,10 @@ PR Feedback:
       suggestion:
         type: string
         description: |-
-          a concrete suggestion for meaningfully improving the new PR code. Also
-          describe how, specifically, the suggestion can be applied to new PR
-          code. Add tags with importance measure that matches each suggestion
-          ('important' or 'medium'). Do not make suggestions for updating or
-          adding docstrings, renaming PR title and description, or linter like.
+          a concrete suggestion for meaningfully improving the new PR code.
+          Also describe how, specifically, the suggestion can be applied to new PR code.
+          Add tags with importance measure that matches each suggestion ('important' or 'medium').
+          Do not make suggestions for updating or adding docstrings, renaming PR title and description, or linter like.
       relevant line:
         type: string
         description: |-

pr_agent/tools/pr_add_docs.py

@@ -65,6 +65,11 @@ class PRAddDocs:
 
     async def _prepare_prediction(self, model: str):
         get_logger().info('Getting PR diff...')
+
+        # Disable adding docs to scripts and other non-relevant text files
+        from pr_agent.algo.language_handler import bad_extensions
+        bad_extensions += get_settings().docs_blacklist_extensions.docs_blacklist
+
         self.patches_diff = get_pr_diff(self.git_provider,
                                         self.token_handler,
                                         model,

pr_agent/tools/pr_description.py

@@ -7,7 +7,7 @@ from jinja2 import Environment, StrictUndefined
 from pr_agent.algo.ai_handler import AiHandler
 from pr_agent.algo.pr_processing import get_pr_diff, retry_with_fallback_models
 from pr_agent.algo.token_handler import TokenHandler
-from pr_agent.algo.utils import load_yaml
+from pr_agent.algo.utils import load_yaml, set_custom_labels
 from pr_agent.config_loader import get_settings
 from pr_agent.git_providers import get_git_provider
 from pr_agent.git_providers.git_provider import get_main_pr_language
@@ -40,8 +40,12 @@ class PRDescription:
             "description": self.git_provider.get_pr_description(full=False),
             "language": self.main_pr_language,
             "diff": "",  # empty diff for initial calculation
+            "use_bullet_points": get_settings().pr_description.use_bullet_points,
             "extra_instructions": get_settings().pr_description.extra_instructions,
-            "commit_messages_str": self.git_provider.get_commit_messages()
+            "commit_messages_str": self.git_provider.get_commit_messages(),
+            "enable_custom_labels": get_settings().config.enable_custom_labels,
+            "custom_labels": "",
+            "custom_labels_examples": "",
         }
 
         self.user_description = self.git_provider.get_user_description()
@@ -139,6 +143,7 @@ class PRDescription:
         variables["diff"] = self.patches_diff  # update diff
 
         environment = Environment(undefined=StrictUndefined)
+        set_custom_labels(variables)
         system_prompt = environment.from_string(get_settings().pr_description_prompt.system).render(variables)
         user_prompt = environment.from_string(get_settings().pr_description_prompt.user).render(variables)
 
@@ -155,7 +160,6 @@ class PRDescription:
 
         return response
 
-
     def _prepare_data(self):
         # Load the AI prediction data into a dictionary
         self.data = load_yaml(self.prediction.strip())
@@ -185,6 +189,11 @@ class PRDescription:
         else:
             ai_header = ""
 
+        ai_type = self.data.get('PR Type')
+        if ai_type and not re.search(r'<!--\s*pr_agent:type\s*-->', body):
+            pr_type = f"{ai_header}{ai_type}"
+            body = body.replace('pr_agent:type', pr_type)
+
         ai_summary = self.data.get('PR Description')
         if ai_summary and not re.search(r'<!--\s*pr_agent:summary\s*-->', body):
             summary = f"{ai_header}{ai_summary}"

pr_agent/tools/pr_generate_labels.py

@@ -0,0 +1,163 @@
+import copy
+import re
+from typing import List, Tuple
+
+from jinja2 import Environment, StrictUndefined
+
+from pr_agent.algo.ai_handler import AiHandler
+from pr_agent.algo.pr_processing import get_pr_diff, retry_with_fallback_models
+from pr_agent.algo.token_handler import TokenHandler
+from pr_agent.algo.utils import load_yaml, set_custom_labels
+from pr_agent.config_loader import get_settings
+from pr_agent.git_providers import get_git_provider
+from pr_agent.git_providers.git_provider import get_main_pr_language
+from pr_agent.log import get_logger
+
+
+class PRGenerateLabels:
+    def __init__(self, pr_url: str, args: list = None):
+        """
+        Initialize the PRGenerateLabels object with the necessary attributes and objects for generating labels
+        corresponding to the PR using an AI model.
+        Args:
+            pr_url (str): The URL of the pull request.
+            args (list, optional): List of arguments passed to the PRGenerateLabels class. Defaults to None.
+        """
+        # Initialize the git provider and main PR language
+        self.git_provider = get_git_provider()(pr_url)
+        self.main_pr_language = get_main_pr_language(
+            self.git_provider.get_languages(), self.git_provider.get_files()
+        )
+        self.pr_id = self.git_provider.get_pr_id()
+
+        # Initialize the AI handler
+        self.ai_handler = AiHandler()
+    
+        # Initialize the variables dictionary
+        self.vars = {
+            "title": self.git_provider.pr.title,
+            "branch": self.git_provider.get_pr_branch(),
+            "description": self.git_provider.get_pr_description(full=False),
+            "language": self.main_pr_language,
+            "diff": "",  # empty diff for initial calculation
+            "use_bullet_points": get_settings().pr_description.use_bullet_points,
+            "extra_instructions": get_settings().pr_description.extra_instructions,
+            "commit_messages_str": self.git_provider.get_commit_messages(),
+            "custom_labels": "",
+            "custom_labels_examples": "",
+            "enable_custom_labels": get_settings().config.enable_custom_labels,
+        }
+
+        # Initialize the token handler
+        self.token_handler = TokenHandler(
+            self.git_provider.pr,
+            self.vars,
+            get_settings().pr_custom_labels_prompt.system,
+            get_settings().pr_custom_labels_prompt.user,
+        )
+    
+        # Initialize patches_diff and prediction attributes
+        self.patches_diff = None
+        self.prediction = None
+
+    async def run(self):
+        """
+        Generates a PR labels using an AI model and publishes it to the PR.
+        """
+
+        try:
+            get_logger().info(f"Generating a PR labels {self.pr_id}")
+            if get_settings().config.publish_output:
+                self.git_provider.publish_comment("Preparing PR labels...", is_temporary=True)
+
+            await retry_with_fallback_models(self._prepare_prediction)
+
+            get_logger().info(f"Preparing answer {self.pr_id}")
+            if self.prediction:
+                self._prepare_data()
+            else:
+                return None
+
+            pr_labels = self._prepare_labels()
+
+            if get_settings().config.publish_output:
+                get_logger().info(f"Pushing labels {self.pr_id}")
+                if self.git_provider.is_supported("get_labels"):
+                    current_labels = self.git_provider.get_labels()
+                    if current_labels is None:
+                        current_labels = []
+                    self.git_provider.publish_labels(pr_labels + current_labels)
+                self.git_provider.remove_initial_comment()
+        except Exception as e:
+            get_logger().error(f"Error generating PR labels {self.pr_id}: {e}")
+        
+        return ""
+
+    async def _prepare_prediction(self, model: str) -> None:
+        """
+        Prepare the AI prediction for the PR labels based on the provided model.
+
+        Args:
+            model (str): The name of the model to be used for generating the prediction.
+
+        Returns:
+            None
+
+        Raises:
+            Any exceptions raised by the 'get_pr_diff' and '_get_prediction' functions.
+
+        """
+
+        get_logger().info(f"Getting PR diff {self.pr_id}")
+        self.patches_diff = get_pr_diff(self.git_provider, self.token_handler, model)
+        get_logger().info(f"Getting AI prediction {self.pr_id}")
+        self.prediction = await self._get_prediction(model)
+
+    async def _get_prediction(self, model: str) -> str:
+        """
+        Generate an AI prediction for the PR labels based on the provided model.
+
+        Args:
+            model (str): The name of the model to be used for generating the prediction.
+
+        Returns:
+            str: The generated AI prediction.
+        """
+        variables = copy.deepcopy(self.vars)
+        variables["diff"] = self.patches_diff  # update diff
+
+        environment = Environment(undefined=StrictUndefined)
+        set_custom_labels(variables)
+        system_prompt = environment.from_string(get_settings().pr_custom_labels_prompt.system).render(variables)
+        user_prompt = environment.from_string(get_settings().pr_custom_labels_prompt.user).render(variables)
+
+        if get_settings().config.verbosity_level >= 2:
+            get_logger().info(f"\nSystem prompt:\n{system_prompt}")
+            get_logger().info(f"\nUser prompt:\n{user_prompt}")
+
+        response, finish_reason = await self.ai_handler.chat_completion(
+            model=model,
+            temperature=0.2,
+            system=system_prompt,
+            user=user_prompt
+        )
+
+        return response
+
+    def _prepare_data(self):
+        # Load the AI prediction data into a dictionary
+        self.data = load_yaml(self.prediction.strip())
+
+
+
+    def _prepare_labels(self) -> List[str]:
+        pr_types = []
+
+        # If the 'PR Type' key is present in the dictionary, split its value by comma and assign it to 'pr_types'
+        if 'PR Type' in self.data:
+            if type(self.data['PR Type']) == list:
+                pr_types = self.data['PR Type']
+            elif type(self.data['PR Type']) == str:
+                pr_types = self.data['PR Type'].split(',')
+
+        return pr_types

pr_agent/tools/pr_reviewer.py

@@ -9,7 +9,7 @@ from yaml import SafeLoader
 from pr_agent.algo.ai_handler import AiHandler
 from pr_agent.algo.pr_processing import get_pr_diff, retry_with_fallback_models
 from pr_agent.algo.token_handler import TokenHandler
-from pr_agent.algo.utils import convert_to_markdown, load_yaml, try_fix_yaml
+from pr_agent.algo.utils import convert_to_markdown, load_yaml, try_fix_yaml, set_custom_labels
 from pr_agent.config_loader import get_settings
 from pr_agent.git_providers import get_git_provider
 from pr_agent.git_providers.git_provider import IncrementalPR, get_main_pr_language
@@ -63,6 +63,8 @@ class PRReviewer:
             'answer_str': answer_str,
             "extra_instructions": get_settings().pr_reviewer.extra_instructions,
             "commit_messages_str": self.git_provider.get_commit_messages(),
+            "custom_labels": "",
+            "enable_custom_labels": get_settings().config.enable_custom_labels,
         }
 
         self.token_handler = TokenHandler(
@@ -149,6 +151,7 @@ class PRReviewer:
         variables["diff"] = self.patches_diff  # update diff
 
         environment = Environment(undefined=StrictUndefined)
+        set_custom_labels(variables)
         system_prompt = environment.from_string(get_settings().pr_review_prompt.system).render(variables)
         user_prompt = environment.from_string(get_settings().pr_review_prompt.user).render(variables)
 

pr_agent/tools/pr_similar_issue.py

@@ -48,9 +48,9 @@ class PRSimilarIssue:
         # check if index exists, and if repo is already indexed
         run_from_scratch = False
         if run_from_scratch:  # for debugging
-            if not index_name in pinecone.list_indexes():
+            pinecone.init(api_key=api_key, environment=environment)
+            if index_name in pinecone.list_indexes():
                 get_logger().info('Removing index...')
-                pinecone.init(api_key=api_key, environment=environment)
                 pinecone.delete_index(index_name)
                 get_logger().info('Done')