Merge branch 'HKUDS:main' into cohere-rerank
This commit is contained in:
palanisd
GitHub
commit
a898f0548d
8 changed files with 226 additions and 33 deletions
58
.github/workflows/copilot-setup-steps.yml
vendored
Normal file
58
.github/workflows/copilot-setup-steps.yml
vendored
Normal file
|
|
@ -0,0 +1,58 @@
|
|||
name: "Copilot Setup Steps"
|
||||
|
||||
# Automatically run the setup steps when they are changed to allow for easy validation, and
|
||||
# allow manual testing through the repository's "Actions" tab
|
||||
on:
|
||||
workflow_dispatch:
|
||||
push:
|
||||
paths:
|
||||
- .github/workflows/copilot-setup-steps.yml
|
||||
pull_request:
|
||||
paths:
|
||||
- .github/workflows/copilot-setup-steps.yml
|
||||
|
||||
jobs:
|
||||
# The job MUST be called `copilot-setup-steps` or it will not be picked up by Copilot.
|
||||
copilot-setup-steps:
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||||
runs-on: ubuntu-latest
|
||||
|
||||
# Timeout after 30 minutes (maximum is 59)
|
||||
timeout-minutes: 30
|
||||
|
||||
# You can define any steps you want, and they will run before the agent starts.
|
||||
# If you do not check out your code, Copilot will do this for you.
|
||||
steps:
|
||||
- name: Checkout code
|
||||
uses: actions/checkout@v5
|
||||
|
||||
- name: Set up Python 3.11
|
||||
uses: actions/setup-python@v5
|
||||
with:
|
||||
python-version: '3.11'
|
||||
|
||||
- name: Cache pip packages
|
||||
uses: actions/cache@v4
|
||||
with:
|
||||
path: ~/.cache/pip
|
||||
key: ${{ runner.os }}-pip-copilot-${{ hashFiles('**/pyproject.toml') }}
|
||||
restore-keys: |
|
||||
${{ runner.os }}-pip-copilot-
|
||||
${{ runner.os }}-pip-
|
||||
|
||||
- name: Install Python dependencies
|
||||
run: |
|
||||
python -m pip install --upgrade pip
|
||||
pip install -e ".[api]"
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||||
pip install pytest pytest-asyncio httpx
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||||
|
||||
- name: Create minimal frontend stub for Copilot agent
|
||||
run: |
|
||||
mkdir -p lightrag/api/webui
|
||||
echo '<!DOCTYPE html><html><head><title>LightRAG - Copilot Agent</title></head><body><h1>Copilot Agent Mode</h1></body></html>' > lightrag/api/webui/index.html
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||||
echo "Created minimal frontend stub for Copilot agent environment"
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||||
|
||||
- name: Verify installation
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run: |
|
||||
python --version
|
||||
pip list | grep lightrag
|
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lightrag-server --help || echo "Note: Server requires .env configuration to run"
|
||||
11
env.example
11
env.example
|
|
@ -450,6 +450,17 @@ MEMGRAPH_DATABASE=memgraph
|
|||
### DB specific workspace should not be set, keep for compatible only
|
||||
### MEMGRAPH_WORKSPACE=forced_workspace_name
|
||||
|
||||
###########################################################
|
||||
### Langfuse Observability Configuration
|
||||
### Only works with LLM provided by OpenAI compatible API
|
||||
### Install with: pip install lightrag-hku[observability]
|
||||
### Sign up at: https://cloud.langfuse.com or self-host
|
||||
###########################################################
|
||||
# LANGFUSE_SECRET_KEY=""
|
||||
# LANGFUSE_PUBLIC_KEY=""
|
||||
# LANGFUSE_HOST="https://cloud.langfuse.com" # 或您的自托管实例地址
|
||||
# LANGFUSE_ENABLE_TRACE=true
|
||||
|
||||
############################
|
||||
### Evaluation Configuration
|
||||
############################
|
||||
|
|
|
|||
|
|
@ -159,19 +159,22 @@ def check_frontend_build():
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|||
"""Check if frontend is built and optionally check if source is up-to-date
|
||||
|
||||
Returns:
|
||||
bool: True if frontend is outdated, False if up-to-date or production environment
|
||||
tuple: (assets_exist: bool, is_outdated: bool)
|
||||
- assets_exist: True if WebUI build files exist
|
||||
- is_outdated: True if source is newer than build (only in dev environment)
|
||||
"""
|
||||
webui_dir = Path(__file__).parent / "webui"
|
||||
index_html = webui_dir / "index.html"
|
||||
|
||||
# 1. Check if build files exist (required)
|
||||
# 1. Check if build files exist
|
||||
if not index_html.exists():
|
||||
ASCIIColors.red("\n" + "=" * 80)
|
||||
ASCIIColors.red("ERROR: Frontend Not Built")
|
||||
ASCIIColors.red("=" * 80)
|
||||
ASCIIColors.yellow("\n" + "=" * 80)
|
||||
ASCIIColors.yellow("WARNING: Frontend Not Built")
|
||||
ASCIIColors.yellow("=" * 80)
|
||||
ASCIIColors.yellow("The WebUI frontend has not been built yet.")
|
||||
ASCIIColors.yellow("The API server will start without the WebUI interface.")
|
||||
ASCIIColors.yellow(
|
||||
"Please build the frontend code first using the following commands:\n"
|
||||
"\nTo enable WebUI, build the frontend using these commands:\n"
|
||||
)
|
||||
ASCIIColors.cyan(" cd lightrag_webui")
|
||||
ASCIIColors.cyan(" bun install --frozen-lockfile")
|
||||
|
|
@ -181,8 +184,8 @@ def check_frontend_build():
|
|||
ASCIIColors.cyan(
|
||||
"Note: Make sure you have Bun installed. Visit https://bun.sh for installation."
|
||||
)
|
||||
ASCIIColors.red("=" * 80 + "\n")
|
||||
sys.exit(1) # Exit immediately
|
||||
ASCIIColors.yellow("=" * 80 + "\n")
|
||||
return (False, False) # Assets don't exist, not outdated
|
||||
|
||||
# 2. Check if this is a development environment (source directory exists)
|
||||
try:
|
||||
|
|
@ -195,7 +198,7 @@ def check_frontend_build():
|
|||
logger.debug(
|
||||
"Production environment detected, skipping source freshness check"
|
||||
)
|
||||
return False
|
||||
return (True, False) # Assets exist, not outdated (prod environment)
|
||||
|
||||
# Development environment, perform source code timestamp check
|
||||
logger.debug("Development environment detected, checking source freshness")
|
||||
|
|
@ -270,20 +273,20 @@ def check_frontend_build():
|
|||
ASCIIColors.cyan(" cd ..")
|
||||
ASCIIColors.yellow("\nThe server will continue with the current build.")
|
||||
ASCIIColors.yellow("=" * 80 + "\n")
|
||||
return True # Frontend is outdated
|
||||
return (True, True) # Assets exist, outdated
|
||||
else:
|
||||
logger.info("Frontend build is up-to-date")
|
||||
return False # Frontend is up-to-date
|
||||
return (True, False) # Assets exist, up-to-date
|
||||
|
||||
except Exception as e:
|
||||
# If check fails, log warning but don't affect startup
|
||||
logger.warning(f"Failed to check frontend source freshness: {e}")
|
||||
return False # Assume up-to-date on error
|
||||
return (True, False) # Assume assets exist and up-to-date on error
|
||||
|
||||
|
||||
def create_app(args):
|
||||
# Check frontend build first and get outdated status
|
||||
is_frontend_outdated = check_frontend_build()
|
||||
# Check frontend build first and get status
|
||||
webui_assets_exist, is_frontend_outdated = check_frontend_build()
|
||||
|
||||
# Create unified API version display with warning symbol if frontend is outdated
|
||||
api_version_display = (
|
||||
|
|
@ -1079,8 +1082,11 @@ def create_app(args):
|
|||
|
||||
@app.get("/")
|
||||
async def redirect_to_webui():
|
||||
"""Redirect root path to /webui"""
|
||||
"""Redirect root path based on WebUI availability"""
|
||||
if webui_assets_exist:
|
||||
return RedirectResponse(url="/webui")
|
||||
else:
|
||||
return RedirectResponse(url="/docs")
|
||||
|
||||
@app.get("/auth-status")
|
||||
async def get_auth_status():
|
||||
|
|
@ -1147,9 +1153,41 @@ def create_app(args):
|
|||
"webui_description": webui_description,
|
||||
}
|
||||
|
||||
@app.get("/health", dependencies=[Depends(combined_auth)])
|
||||
@app.get(
|
||||
"/health",
|
||||
dependencies=[Depends(combined_auth)],
|
||||
summary="Get system health and configuration status",
|
||||
description="Returns comprehensive system status including WebUI availability, configuration, and operational metrics",
|
||||
response_description="System health status with configuration details",
|
||||
responses={
|
||||
200: {
|
||||
"description": "Successful response with system status",
|
||||
"content": {
|
||||
"application/json": {
|
||||
"example": {
|
||||
"status": "healthy",
|
||||
"webui_available": True,
|
||||
"working_directory": "/path/to/working/dir",
|
||||
"input_directory": "/path/to/input/dir",
|
||||
"configuration": {
|
||||
"llm_binding": "openai",
|
||||
"llm_model": "gpt-4",
|
||||
"embedding_binding": "openai",
|
||||
"embedding_model": "text-embedding-ada-002",
|
||||
"workspace": "default",
|
||||
},
|
||||
"auth_mode": "enabled",
|
||||
"pipeline_busy": False,
|
||||
"core_version": "0.0.1",
|
||||
"api_version": "0.0.1",
|
||||
}
|
||||
}
|
||||
},
|
||||
}
|
||||
},
|
||||
)
|
||||
async def get_status(request: Request):
|
||||
"""Get current system status"""
|
||||
"""Get current system status including WebUI availability"""
|
||||
try:
|
||||
workspace = get_workspace_from_request(request)
|
||||
default_workspace = get_default_workspace()
|
||||
|
|
@ -1169,6 +1207,7 @@ def create_app(args):
|
|||
|
||||
return {
|
||||
"status": "healthy",
|
||||
"webui_available": webui_assets_exist,
|
||||
"working_directory": str(args.working_dir),
|
||||
"input_directory": str(args.input_dir),
|
||||
"configuration": {
|
||||
|
|
@ -1258,7 +1297,8 @@ def create_app(args):
|
|||
name="swagger-ui-static",
|
||||
)
|
||||
|
||||
# Webui mount webui/index.html
|
||||
# Conditionally mount WebUI only if assets exist
|
||||
if webui_assets_exist:
|
||||
static_dir = Path(__file__).parent / "webui"
|
||||
static_dir.mkdir(exist_ok=True)
|
||||
app.mount(
|
||||
|
|
@ -1268,6 +1308,16 @@ def create_app(args):
|
|||
), # Use SmartStaticFiles
|
||||
name="webui",
|
||||
)
|
||||
logger.info("WebUI assets mounted at /webui")
|
||||
else:
|
||||
logger.info("WebUI assets not available, /webui route not mounted")
|
||||
|
||||
# Add redirect for /webui when assets are not available
|
||||
@app.get("/webui")
|
||||
@app.get("/webui/")
|
||||
async def webui_redirect_to_docs():
|
||||
"""Redirect /webui to /docs when WebUI is not available"""
|
||||
return RedirectResponse(url="/docs")
|
||||
|
||||
return app
|
||||
|
||||
|
|
|
|||
|
|
@ -44,6 +44,23 @@ config.read("config.ini", "utf-8")
|
|||
logging.getLogger("neo4j").setLevel(logging.ERROR)
|
||||
|
||||
|
||||
READ_RETRY_EXCEPTIONS = (
|
||||
neo4jExceptions.ServiceUnavailable,
|
||||
neo4jExceptions.TransientError,
|
||||
neo4jExceptions.SessionExpired,
|
||||
ConnectionResetError,
|
||||
OSError,
|
||||
AttributeError,
|
||||
)
|
||||
|
||||
READ_RETRY = retry(
|
||||
stop=stop_after_attempt(3),
|
||||
wait=wait_exponential(multiplier=1, min=4, max=10),
|
||||
retry=retry_if_exception_type(READ_RETRY_EXCEPTIONS),
|
||||
reraise=True,
|
||||
)
|
||||
|
||||
|
||||
@final
|
||||
@dataclass
|
||||
class Neo4JStorage(BaseGraphStorage):
|
||||
|
|
@ -352,6 +369,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
# Neo4J handles persistence automatically
|
||||
pass
|
||||
|
||||
@READ_RETRY
|
||||
async def has_node(self, node_id: str) -> bool:
|
||||
"""
|
||||
Check if a node with the given label exists in the database
|
||||
|
|
@ -385,6 +403,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
await result.consume() # Ensure results are consumed even on error
|
||||
raise
|
||||
|
||||
@READ_RETRY
|
||||
async def has_edge(self, source_node_id: str, target_node_id: str) -> bool:
|
||||
"""
|
||||
Check if an edge exists between two nodes
|
||||
|
|
@ -426,6 +445,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
await result.consume() # Ensure results are consumed even on error
|
||||
raise
|
||||
|
||||
@READ_RETRY
|
||||
async def get_node(self, node_id: str) -> dict[str, str] | None:
|
||||
"""Get node by its label identifier, return only node properties
|
||||
|
||||
|
|
@ -479,6 +499,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
)
|
||||
raise
|
||||
|
||||
@READ_RETRY
|
||||
async def get_nodes_batch(self, node_ids: list[str]) -> dict[str, dict]:
|
||||
"""
|
||||
Retrieve multiple nodes in one query using UNWIND.
|
||||
|
|
@ -515,6 +536,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
await result.consume() # Make sure to consume the result fully
|
||||
return nodes
|
||||
|
||||
@READ_RETRY
|
||||
async def node_degree(self, node_id: str) -> int:
|
||||
"""Get the degree (number of relationships) of a node with the given label.
|
||||
If multiple nodes have the same label, returns the degree of the first node.
|
||||
|
|
@ -563,6 +585,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
)
|
||||
raise
|
||||
|
||||
@READ_RETRY
|
||||
async def node_degrees_batch(self, node_ids: list[str]) -> dict[str, int]:
|
||||
"""
|
||||
Retrieve the degree for multiple nodes in a single query using UNWIND.
|
||||
|
|
@ -621,6 +644,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
degrees = int(src_degree) + int(trg_degree)
|
||||
return degrees
|
||||
|
||||
@READ_RETRY
|
||||
async def edge_degrees_batch(
|
||||
self, edge_pairs: list[tuple[str, str]]
|
||||
) -> dict[tuple[str, str], int]:
|
||||
|
|
@ -647,6 +671,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
edge_degrees[(src, tgt)] = degrees.get(src, 0) + degrees.get(tgt, 0)
|
||||
return edge_degrees
|
||||
|
||||
@READ_RETRY
|
||||
async def get_edge(
|
||||
self, source_node_id: str, target_node_id: str
|
||||
) -> dict[str, str] | None:
|
||||
|
|
@ -734,6 +759,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
)
|
||||
raise
|
||||
|
||||
@READ_RETRY
|
||||
async def get_edges_batch(
|
||||
self, pairs: list[dict[str, str]]
|
||||
) -> dict[tuple[str, str], dict]:
|
||||
|
|
@ -784,6 +810,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
await result.consume()
|
||||
return edges_dict
|
||||
|
||||
@READ_RETRY
|
||||
async def get_node_edges(self, source_node_id: str) -> list[tuple[str, str]] | None:
|
||||
"""Retrieves all edges (relationships) for a particular node identified by its label.
|
||||
|
||||
|
|
@ -851,6 +878,7 @@ class Neo4JStorage(BaseGraphStorage):
|
|||
)
|
||||
raise
|
||||
|
||||
@READ_RETRY
|
||||
async def get_nodes_edges_batch(
|
||||
self, node_ids: list[str]
|
||||
) -> dict[str, list[tuple[str, str]]]:
|
||||
|
|
|
|||
|
|
@ -1683,3 +1683,17 @@ def get_default_workspace() -> str:
|
|||
"""
|
||||
global _default_workspace
|
||||
return _default_workspace
|
||||
|
||||
|
||||
def get_pipeline_status_lock(
|
||||
enable_logging: bool = False, workspace: str = None
|
||||
) -> NamespaceLock:
|
||||
"""Return unified storage lock for pipeline status data consistency.
|
||||
|
||||
This function is for compatibility with legacy code only.
|
||||
"""
|
||||
global _default_workspace
|
||||
actual_workspace = workspace if workspace else _default_workspace
|
||||
return get_namespace_lock(
|
||||
"pipeline_status", workspace=actual_workspace, enable_logging=enable_logging
|
||||
)
|
||||
|
|
|
|||
|
|
@ -309,6 +309,10 @@ async def openai_complete_if_cache(
|
|||
response = await openai_async_client.chat.completions.create(
|
||||
model=api_model, messages=messages, **kwargs
|
||||
)
|
||||
except APITimeoutError as e:
|
||||
logger.error(f"OpenAI API Timeout Error: {e}")
|
||||
await openai_async_client.close() # Ensure client is closed
|
||||
raise
|
||||
except APIConnectionError as e:
|
||||
logger.error(f"OpenAI API Connection Error: {e}")
|
||||
await openai_async_client.close() # Ensure client is closed
|
||||
|
|
@ -317,10 +321,6 @@ async def openai_complete_if_cache(
|
|||
logger.error(f"OpenAI API Rate Limit Error: {e}")
|
||||
await openai_async_client.close() # Ensure client is closed
|
||||
raise
|
||||
except APITimeoutError as e:
|
||||
logger.error(f"OpenAI API Timeout Error: {e}")
|
||||
await openai_async_client.close() # Ensure client is closed
|
||||
raise
|
||||
except Exception as e:
|
||||
logger.error(
|
||||
f"OpenAI API Call Failed,\nModel: {model},\nParams: {kwargs}, Got: {e}"
|
||||
|
|
|
|||
|
|
@ -47,6 +47,7 @@ pytest = [
|
|||
"pytest>=8.4.2",
|
||||
"pytest-asyncio>=1.2.0",
|
||||
"pre-commit",
|
||||
"ruff",
|
||||
]
|
||||
|
||||
api = [
|
||||
|
|
@ -132,10 +133,11 @@ offline = [
|
|||
]
|
||||
|
||||
evaluation = [
|
||||
# Test framework dependencies (for evaluation)
|
||||
# Test framework dependencies
|
||||
"pytest>=8.4.2",
|
||||
"pytest-asyncio>=1.2.0",
|
||||
"pre-commit",
|
||||
"ruff",
|
||||
# RAG evaluation dependencies (RAGAS framework)
|
||||
"ragas>=0.3.7",
|
||||
"datasets>=4.3.0",
|
||||
|
|
|
|||
30
uv.lock
generated
30
uv.lock
generated
|
|
@ -2615,6 +2615,7 @@ evaluation = [
|
|||
{ name = "pytest" },
|
||||
{ name = "pytest-asyncio" },
|
||||
{ name = "ragas" },
|
||||
{ name = "ruff" },
|
||||
]
|
||||
observability = [
|
||||
{ name = "langfuse" },
|
||||
|
|
@ -2700,6 +2701,7 @@ pytest = [
|
|||
{ name = "pre-commit" },
|
||||
{ name = "pytest" },
|
||||
{ name = "pytest-asyncio" },
|
||||
{ name = "ruff" },
|
||||
]
|
||||
|
||||
[package.metadata]
|
||||
|
|
@ -2778,6 +2780,8 @@ requires-dist = [
|
|||
{ name = "qdrant-client", marker = "extra == 'offline-storage'", specifier = ">=1.11.0,<2.0.0" },
|
||||
{ name = "ragas", marker = "extra == 'evaluation'", specifier = ">=0.3.7" },
|
||||
{ name = "redis", marker = "extra == 'offline-storage'", specifier = ">=5.0.0,<8.0.0" },
|
||||
{ name = "ruff", marker = "extra == 'evaluation'" },
|
||||
{ name = "ruff", marker = "extra == 'pytest'" },
|
||||
{ name = "setuptools" },
|
||||
{ name = "setuptools", marker = "extra == 'api'" },
|
||||
{ name = "tenacity" },
|
||||
|
|
@ -5637,6 +5641,32 @@ wheels = [
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{ url = "https://files.pythonhosted.org/packages/3f/50/0a9e7e7afe7339bd5e36911f0ceb15fed51945836ed803ae5afd661057fd/rtree-1.4.1-py3-none-win_arm64.whl", hash = "sha256:3d46f55729b28138e897ffef32f7ce93ac335cb67f9120125ad3742a220800f0", size = 355253, upload-time = "2025-08-13T19:32:00.296Z" },
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]
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|
||||
[[package]]
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||||
name = "ruff"
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version = "0.14.6"
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||||
source = { registry = "https://pypi.org/simple" }
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sdist = { url = "https://files.pythonhosted.org/packages/52/f0/62b5a1a723fe183650109407fa56abb433b00aa1c0b9ba555f9c4efec2c6/ruff-0.14.6.tar.gz", hash = "sha256:6f0c742ca6a7783a736b867a263b9a7a80a45ce9bee391eeda296895f1b4e1cc", size = 5669501, upload-time = "2025-11-21T14:26:17.903Z" }
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wheels = [
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{ url = "https://files.pythonhosted.org/packages/47/ac/943169436832d4b0e867235abbdb57ce3a82367b47e0280fa7b4eabb7593/ruff-0.14.6-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:57256efafbfefcb8748df9d1d766062f62b20150691021f8ab79e2d919f7c11f", size = 15199755, upload-time = "2025-11-21T14:25:41.516Z" },
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{ url = "https://files.pythonhosted.org/packages/c9/b9/288bb2399860a36d4bb0541cb66cce3c0f4156aaff009dc8499be0c24bf2/ruff-0.14.6-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ff18134841e5c68f8e5df1999a64429a02d5549036b394fafbe410f886e1989d", size = 14850608, upload-time = "2025-11-21T14:25:44.428Z" },
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{ url = "https://files.pythonhosted.org/packages/ee/b1/a0d549dd4364e240f37e7d2907e97ee80587480d98c7799d2d8dc7a2f605/ruff-0.14.6-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:29c4b7ec1e66a105d5c27bd57fa93203637d66a26d10ca9809dc7fc18ec58440", size = 14118754, upload-time = "2025-11-21T14:25:47.214Z" },
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{ url = "https://files.pythonhosted.org/packages/12/27/4dad6c6a77fede9560b7df6802b1b697e97e49ceabe1f12baf3ea20862e9/ruff-0.14.6-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:16a33af621c9c523b1ae006b1b99b159bf5ac7e4b1f20b85b2572455018e0821", size = 14106112, upload-time = "2025-11-21T14:25:52.841Z" },
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{ url = "https://files.pythonhosted.org/packages/66/25/906ee6a0464c3125c8d673c589771a974965c2be1a1e28b5c3b96cb6ef88/ruff-0.14.6-py3-none-musllinux_1_2_i686.whl", hash = "sha256:efea3c0f21901a685fff4befda6d61a1bf4cb43de16da87e8226a281d614350b", size = 13303354, upload-time = "2025-11-21T14:26:01.816Z" },
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{ url = "https://files.pythonhosted.org/packages/fb/02/82240553b77fd1341f80ebb3eaae43ba011c7a91b4224a9f317d8e6591af/ruff-0.14.6-py3-none-win_amd64.whl", hash = "sha256:390e6480c5e3659f8a4c8d6a0373027820419ac14fa0d2713bd8e6c3e125b8b9", size = 14432087, upload-time = "2025-11-21T14:26:10.891Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a5/1f/93f9b0fad9470e4c829a5bb678da4012f0c710d09331b860ee555216f4ea/ruff-0.14.6-py3-none-win_arm64.whl", hash = "sha256:d43c81fbeae52cfa8728d8766bbf46ee4298c888072105815b392da70ca836b2", size = 13520930, upload-time = "2025-11-21T14:26:13.951Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "s3transfer"
|
||||
version = "0.14.0"
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue