Files
danswer/backend/onyx/connectors/github/connector.py
2025-02-19 10:46:06 -08:00

287 lines
10 KiB
Python

import time
from collections.abc import Iterator
from datetime import datetime
from datetime import timedelta
from datetime import timezone
from typing import Any
from typing import cast
from github import Github
from github import RateLimitExceededException
from github import Repository
from github.GithubException import GithubException
from github.Issue import Issue
from github.PaginatedList import PaginatedList
from github.PullRequest import PullRequest
from onyx.configs.app_configs import GITHUB_CONNECTOR_BASE_URL
from onyx.configs.app_configs import INDEX_BATCH_SIZE
from onyx.configs.constants import DocumentSource
from onyx.connectors.interfaces import ConnectorValidationError
from onyx.connectors.interfaces import CredentialExpiredError
from onyx.connectors.interfaces import GenerateDocumentsOutput
from onyx.connectors.interfaces import InsufficientPermissionsError
from onyx.connectors.interfaces import LoadConnector
from onyx.connectors.interfaces import PollConnector
from onyx.connectors.interfaces import SecondsSinceUnixEpoch
from onyx.connectors.models import ConnectorMissingCredentialError
from onyx.connectors.models import Document
from onyx.connectors.models import Section
from onyx.utils.batching import batch_generator
from onyx.utils.logger import setup_logger
logger = setup_logger()
_MAX_NUM_RATE_LIMIT_RETRIES = 5
def _sleep_after_rate_limit_exception(github_client: Github) -> None:
sleep_time = github_client.get_rate_limit().core.reset.replace(
tzinfo=timezone.utc
) - datetime.now(tz=timezone.utc)
sleep_time += timedelta(minutes=1) # add an extra minute just to be safe
logger.notice(f"Ran into Github rate-limit. Sleeping {sleep_time.seconds} seconds.")
time.sleep(sleep_time.seconds)
def _get_batch_rate_limited(
git_objs: PaginatedList, page_num: int, github_client: Github, attempt_num: int = 0
) -> list[Any]:
if attempt_num > _MAX_NUM_RATE_LIMIT_RETRIES:
raise RuntimeError(
"Re-tried fetching batch too many times. Something is going wrong with fetching objects from Github"
)
try:
objs = list(git_objs.get_page(page_num))
# fetch all data here to disable lazy loading later
# this is needed to capture the rate limit exception here (if one occurs)
for obj in objs:
if hasattr(obj, "raw_data"):
getattr(obj, "raw_data")
return objs
except RateLimitExceededException:
_sleep_after_rate_limit_exception(github_client)
return _get_batch_rate_limited(
git_objs, page_num, github_client, attempt_num + 1
)
def _batch_github_objects(
git_objs: PaginatedList, github_client: Github, batch_size: int
) -> Iterator[list[Any]]:
page_num = 0
while True:
batch = _get_batch_rate_limited(git_objs, page_num, github_client)
page_num += 1
if not batch:
break
for mini_batch in batch_generator(batch, batch_size=batch_size):
yield mini_batch
def _convert_pr_to_document(pull_request: PullRequest) -> Document:
return Document(
id=pull_request.html_url,
sections=[Section(link=pull_request.html_url, text=pull_request.body or "")],
source=DocumentSource.GITHUB,
semantic_identifier=pull_request.title,
# updated_at is UTC time but is timezone unaware, explicitly add UTC
# as there is logic in indexing to prevent wrong timestamped docs
# due to local time discrepancies with UTC
doc_updated_at=pull_request.updated_at.replace(tzinfo=timezone.utc),
metadata={
"merged": str(pull_request.merged),
"state": pull_request.state,
},
)
def _fetch_issue_comments(issue: Issue) -> str:
comments = issue.get_comments()
return "\nComment: ".join(comment.body for comment in comments)
def _convert_issue_to_document(issue: Issue) -> Document:
return Document(
id=issue.html_url,
sections=[Section(link=issue.html_url, text=issue.body or "")],
source=DocumentSource.GITHUB,
semantic_identifier=issue.title,
# updated_at is UTC time but is timezone unaware
doc_updated_at=issue.updated_at.replace(tzinfo=timezone.utc),
metadata={
"state": issue.state,
},
)
class GithubConnector(LoadConnector, PollConnector):
def __init__(
self,
repo_owner: str,
repo_name: str,
batch_size: int = INDEX_BATCH_SIZE,
state_filter: str = "all",
include_prs: bool = True,
include_issues: bool = False,
) -> None:
self.repo_owner = repo_owner
self.repo_name = repo_name
self.batch_size = batch_size
self.state_filter = state_filter
self.include_prs = include_prs
self.include_issues = include_issues
self.github_client: Github | None = None
def load_credentials(self, credentials: dict[str, Any]) -> dict[str, Any] | None:
self.github_client = (
Github(
credentials["github_access_token"], base_url=GITHUB_CONNECTOR_BASE_URL
)
if GITHUB_CONNECTOR_BASE_URL
else Github(credentials["github_access_token"])
)
return None
def _get_github_repo(
self, github_client: Github, attempt_num: int = 0
) -> Repository.Repository:
if attempt_num > _MAX_NUM_RATE_LIMIT_RETRIES:
raise RuntimeError(
"Re-tried fetching repo too many times. Something is going wrong with fetching objects from Github"
)
try:
return github_client.get_repo(f"{self.repo_owner}/{self.repo_name}")
except RateLimitExceededException:
_sleep_after_rate_limit_exception(github_client)
return self._get_github_repo(github_client, attempt_num + 1)
def _fetch_from_github(
self, start: datetime | None = None, end: datetime | None = None
) -> GenerateDocumentsOutput:
if self.github_client is None:
raise ConnectorMissingCredentialError("GitHub")
repo = self._get_github_repo(self.github_client)
if self.include_prs:
pull_requests = repo.get_pulls(
state=self.state_filter, sort="updated", direction="desc"
)
for pr_batch in _batch_github_objects(
pull_requests, self.github_client, self.batch_size
):
doc_batch: list[Document] = []
for pr in pr_batch:
if start is not None and pr.updated_at < start:
yield doc_batch
return
if end is not None and pr.updated_at > end:
continue
doc_batch.append(_convert_pr_to_document(cast(PullRequest, pr)))
yield doc_batch
if self.include_issues:
issues = repo.get_issues(
state=self.state_filter, sort="updated", direction="desc"
)
for issue_batch in _batch_github_objects(
issues, self.github_client, self.batch_size
):
doc_batch = []
for issue in issue_batch:
issue = cast(Issue, issue)
if start is not None and issue.updated_at < start:
yield doc_batch
return
if end is not None and issue.updated_at > end:
continue
if issue.pull_request is not None:
# PRs are handled separately
continue
doc_batch.append(_convert_issue_to_document(issue))
yield doc_batch
def load_from_state(self) -> GenerateDocumentsOutput:
return self._fetch_from_github()
def poll_source(
self, start: SecondsSinceUnixEpoch, end: SecondsSinceUnixEpoch
) -> GenerateDocumentsOutput:
start_datetime = datetime.utcfromtimestamp(start)
end_datetime = datetime.utcfromtimestamp(end)
# Move start time back by 3 hours, since some Issues/PRs are getting dropped
# Could be due to delayed processing on GitHub side
# The non-updated issues since last poll will be shortcut-ed and not embedded
adjusted_start_datetime = start_datetime - timedelta(hours=3)
epoch = datetime.utcfromtimestamp(0)
if adjusted_start_datetime < epoch:
adjusted_start_datetime = epoch
return self._fetch_from_github(adjusted_start_datetime, end_datetime)
def validate_connector_settings(self) -> None:
if self.github_client is None:
raise ConnectorMissingCredentialError("GitHub credentials not loaded.")
if not self.repo_owner or not self.repo_name:
raise ConnectorValidationError(
"Invalid connector settings: 'repo_owner' and 'repo_name' must be provided."
)
try:
test_repo = self.github_client.get_repo(
f"{self.repo_owner}/{self.repo_name}"
)
test_repo.get_contents("")
except RateLimitExceededException:
raise ConnectorValidationError(
"Validation failed due to GitHub rate-limits being exceeded. Please try again later."
)
except GithubException as e:
if e.status == 401:
raise CredentialExpiredError(
"GitHub credential appears to be invalid or expired (HTTP 401)."
)
elif e.status == 403:
raise InsufficientPermissionsError(
"Your GitHub token does not have sufficient permissions for this repository (HTTP 403)."
)
elif e.status == 404:
raise ConnectorValidationError(
f"GitHub repository not found with name: {self.repo_owner}/{self.repo_name}"
)
else:
raise ConnectorValidationError(
f"Unexpected GitHub error (status={e.status}): {e.data}"
)
except Exception as exc:
raise Exception(
f"Unexpected error during GitHub settings validation: {exc}"
)
if __name__ == "__main__":
import os
connector = GithubConnector(
repo_owner=os.environ["REPO_OWNER"],
repo_name=os.environ["REPO_NAME"],
)
connector.load_credentials(
{"github_access_token": os.environ["GITHUB_ACCESS_TOKEN"]}
)
document_batches = connector.load_from_state()
print(next(document_batches))