repo_full_name stringlengths 6 93 | repo_url stringlengths 25 112 | repo_api_url stringclasses 28
values | owner stringclasses 28
values | repo_name stringclasses 28
values | description stringclasses 28
values | stars int64 617 98.8k | forks int64 31 355 ⌀ | watchers int64 990 999 ⌀ | license stringclasses 2
values | default_branch stringclasses 2
values | repo_created_at timestamp[s]date 2012-07-24 23:12:50 2025-06-16 08:07:28 ⌀ | repo_updated_at timestamp[s]date 2026-02-23 15:23:15 2026-05-03 18:52:12 ⌀ | repo_topics listlengths 0 13 ⌀ | repo_languages unknown | is_fork bool 1
class | open_issues int64 3 104 ⌀ | file_path stringlengths 3 208 | file_name stringclasses 509
values | file_extension stringclasses 1
value | file_size_bytes int64 101 84k ⌀ | file_url stringclasses 627
values | file_raw_url stringclasses 627
values | file_sha stringclasses 624
values | language stringclasses 8
values | parsed_at stringdate 2026-05-04 01:12:36 2026-05-04 19:41:55 | text stringlengths 100 102k |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/processing/enums.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:27.102803 | """Enums for file processing configuration."""
from enum import Enum
class FileHandling(Enum):
"""Defines how files exceeding provider limits should be handled.
Attributes:
STRICT: Fail with an error if file exceeds limits.
AUTO: Automatically resize, compress, or optimize to fit limits.
... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/processing/constraints.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:27.103833 | """Provider-specific file constraints for multimodal content."""
from dataclasses import dataclass
from functools import lru_cache
from typing import Literal
from crewai_files.core.types import (
AudioMimeType,
ImageMimeType,
TextContentType,
VideoMimeType,
)
ProviderName = Literal[
"anthropic",... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/formatting/gemini.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:27.105138 | """Gemini content block formatter."""
from __future__ import annotations
import base64
from typing import Any
from crewai_files.core.resolved import (
FileReference,
InlineBase64,
InlineBytes,
ResolvedFileType,
UrlReference,
)
class GeminiFormatter:
"""Formats resolved files into Gemini con... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/formatting/bedrock.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:27.105620 | """Bedrock content block formatter."""
from __future__ import annotations
import base64
from typing import Any
from crewai_files.core.resolved import (
FileReference,
InlineBase64,
InlineBytes,
ResolvedFileType,
UrlReference,
)
from crewai_files.core.types import FileInput
_DOCUMENT_FORMATS: di... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/formatting/api.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:28.466421 | """High-level API for formatting multimodal content."""
from __future__ import annotations
import os
from typing import Any
from crewai_files.cache.upload_cache import get_upload_cache
from crewai_files.core.types import FileInput
from crewai_files.formatting.anthropic import AnthropicFormatter
from crewai_files.for... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/core/types.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:28.579400 | """Content-type specific file classes."""
from __future__ import annotations
from abc import ABC
from io import IOBase
from pathlib import Path
from typing import Annotated, Any, BinaryIO, Literal
from pydantic import BaseModel, Field, GetCoreSchemaHandler
from pydantic_core import CoreSchema, core_schema
from typin... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/resolution/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:29.067058 | """File resolution logic."""
from crewai_files.resolution.resolver import FileResolver
from crewai_files.resolution.utils import (
is_file_source,
normalize_input_files,
wrap_file_source,
)
__all__ = [
"FileResolver",
"is_file_source",
"normalize_input_files",
"wrap_file_source",
]
|
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/processing/processor.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:29.067735 | """FileProcessor for validating and transforming files based on provider constraints."""
import asyncio
from collections.abc import Sequence
import logging
from crewai_files.core.types import (
AudioFile,
File,
FileInput,
ImageFile,
PDFFile,
TextFile,
VideoFile,
)
from crewai_files.process... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/processing/exceptions.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:29.069870 | """Exceptions for file processing operations."""
class FileProcessingError(Exception):
"""Base exception for file processing errors."""
def __init__(self, message: str, file_name: str | None = None) -> None:
"""Initialize the exception.
Args:
message: Error message describing the... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/resolution/resolver.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:29.070903 | """FileResolver for deciding file delivery method and managing uploads."""
import asyncio
import base64
from dataclasses import dataclass, field
import hashlib
import logging
from crewai_files.cache.metrics import measure_operation
from crewai_files.cache.upload_cache import CachedUpload, UploadCache
from crewai_file... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/uploaders/anthropic.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:29.315866 | """Anthropic Files API uploader implementation."""
from __future__ import annotations
import logging
import os
from typing import Any
from crewai_files.core.sources import generate_filename
from crewai_files.core.types import FileInput
from crewai_files.processing.exceptions import classify_upload_error
from crewai_... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/uploaders/base.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:30.433918 | """Base class for file uploaders."""
from abc import ABC, abstractmethod
import asyncio
from dataclasses import dataclass
from datetime import datetime
from typing import Any
from crewai_files.core.types import FileInput
@dataclass
class UploadResult:
"""Result of a file upload operation.
Attributes:
... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/uploaders/gemini.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:30.778222 | """Gemini File API uploader implementation."""
from __future__ import annotations
import asyncio
from datetime import datetime, timezone
import io
import logging
import os
from pathlib import Path
import random
import time
from typing import Any
from crewai_files.core.constants import (
BACKOFF_BASE_DELAY,
B... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/uploaders/factory.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:30.801016 | """Factory for creating file uploaders."""
from __future__ import annotations
import logging
from typing import Any as AnyType, Literal, TypeAlias, TypedDict, overload
from typing_extensions import NotRequired, Unpack
from crewai_files.uploaders.anthropic import AnthropicFileUploader
from crewai_files.uploaders.bed... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/uploaders/openai.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:30.822637 | """OpenAI Files API uploader implementation."""
from __future__ import annotations
from collections.abc import AsyncIterator, Iterator
import io
import logging
import os
from typing import Any
from crewai_files.core.constants import DEFAULT_UPLOAD_CHUNK_SIZE, FILES_API_MAX_SIZE
from crewai_files.core.sources import ... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/uploaders/bedrock.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:30.889310 | """AWS Bedrock S3 file uploader implementation."""
from __future__ import annotations
import hashlib
import logging
import os
from pathlib import Path
from typing import Any
from crewai_files.core.constants import (
MAX_CONCURRENCY,
MULTIPART_CHUNKSIZE,
MULTIPART_THRESHOLD,
)
from crewai_files.core.sourc... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/processing/transformers.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:31.019735 | """File transformation functions for resizing, optimizing, and chunking."""
from collections.abc import Iterator
import io
import logging
from crewai_files.core.sources import FileBytes
from crewai_files.core.types import ImageFile, PDFFile, TextFile
from crewai_files.processing.exceptions import ProcessingDependency... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/processing/test_constraints.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:31.446707 | """Tests for provider constraints."""
from crewai_files.processing.constraints import (
ANTHROPIC_CONSTRAINTS,
BEDROCK_CONSTRAINTS,
GEMINI_CONSTRAINTS,
OPENAI_CONSTRAINTS,
AudioConstraints,
ImageConstraints,
PDFConstraints,
ProviderConstraints,
VideoConstraints,
get_constraints_... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/processing/test_processor.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:31.637617 | """Tests for FileProcessor class."""
from crewai_files import FileBytes, ImageFile
from crewai_files.processing.constraints import (
ANTHROPIC_CONSTRAINTS,
ImageConstraints,
ProviderConstraints,
)
from crewai_files.processing.enums import FileHandling
from crewai_files.processing.exceptions import (
Fi... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/processing/test_validators.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:31.712445 | """Tests for file validators."""
from unittest.mock import patch
from crewai_files import AudioFile, FileBytes, ImageFile, PDFFile, TextFile, VideoFile
from crewai_files.processing.constraints import (
ANTHROPIC_CONSTRAINTS,
AudioConstraints,
ImageConstraints,
PDFConstraints,
ProviderConstraints,
... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/processing/test_transformers.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:31.734145 | """Unit tests for file transformers."""
import io
from unittest.mock import patch
from crewai_files import ImageFile, PDFFile, TextFile
from crewai_files.core.sources import FileBytes
from crewai_files.processing.exceptions import ProcessingDependencyError
from crewai_files.processing.transformers import (
chunk_... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/test_resolved.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:32.091888 | """Tests for resolved file types."""
from datetime import datetime, timezone
from crewai_files.core.resolved import (
FileReference,
InlineBase64,
InlineBytes,
ResolvedFile,
UrlReference,
)
import pytest
class TestInlineBase64:
"""Tests for InlineBase64 resolved type."""
def test_create... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/test_resolver.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:32.325786 | """Tests for FileResolver."""
from crewai_files import FileBytes, ImageFile
from crewai_files.cache.upload_cache import UploadCache
from crewai_files.core.resolved import InlineBase64, InlineBytes
from crewai_files.resolution.resolver import (
FileResolver,
FileResolverConfig,
create_resolver,
)
# Minima... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-tools/src/crewai_tools/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:32.787826 | from crewai_tools.adapters.enterprise_adapter import EnterpriseActionTool
from crewai_tools.adapters.mcp_adapter import MCPServerAdapter
from crewai_tools.adapters.zapier_adapter import ZapierActionTool
from crewai_tools.aws.bedrock.agents.invoke_agent_tool import BedrockInvokeAgentTool
from crewai_tools.aws.bedrock.kn... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/resolution/utils.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:32.860552 | """Utility functions for file handling."""
from __future__ import annotations
from pathlib import Path
from typing import TYPE_CHECKING
from crewai_files.core.sources import is_file_source
if TYPE_CHECKING:
from crewai_files.core.sources import FileSource, FileSourceInput
from crewai_files.core.types impor... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/test_file_url.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:32.919441 | """Tests for FileUrl source type and URL resolution."""
from unittest.mock import AsyncMock, MagicMock, patch
from crewai_files import FileBytes, FileUrl, ImageFile
from crewai_files.core.resolved import InlineBase64, UrlReference
from crewai_files.core.sources import FilePath, _normalize_source
from crewai_files.res... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/uploaders/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:33.381789 | """File uploader implementations for provider File APIs."""
from crewai_files.uploaders.base import FileUploader, UploadResult
from crewai_files.uploaders.factory import get_uploader
__all__ = [
"FileUploader",
"UploadResult",
"get_uploader",
]
|
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-tools/src/crewai_tools/adapters/enterprise_adapter.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:33.382372 | import json
import os
import re
from typing import Any, Literal, Optional, Union, _SpecialForm, cast, get_origin
import warnings
from crewai.tools import BaseTool
from pydantic import Field, create_model
import requests
def get_enterprise_api_base_url() -> str:
"""Get the enterprise API base URL from environment... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-tools/src/crewai_tools/adapters/lancedb_adapter.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:34.234888 | from collections.abc import Callable
import os
from pathlib import Path
from typing import Any
from crewai.utilities.lock_store import lock as store_lock
from lancedb import ( # type: ignore[import-untyped]
connect as lancedb_connect,
)
from openai import Client as OpenAIClient
from pydantic import Field, Private... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-tools/src/crewai_tools/adapters/crewai_rag_adapter.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:34.295756 | """Adapter for CrewAI's native RAG system."""
from __future__ import annotations
import hashlib
from typing import TYPE_CHECKING, Any, cast
import uuid
from crewai.rag.config.types import RagConfigType
from crewai.rag.config.utils import get_rag_client
from crewai.rag.core.base_client import BaseClient
from crewai.r... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/src/crewai_files/processing/validators.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:34.309381 | """File validation functions for checking against provider constraints."""
from collections.abc import Sequence
import io
import logging
from crewai_files.core.types import (
AudioFile,
FileInput,
ImageFile,
PDFFile,
TextFile,
VideoFile,
)
from crewai_files.processing.constraints import (
... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-tools/src/crewai_tools/adapters/mcp_adapter.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:34.541419 | """MCPServer for CrewAI."""
from __future__ import annotations
from collections.abc import Callable
import logging
from typing import TYPE_CHECKING, Any
from crewai.tools import BaseTool
from crewai.utilities.pydantic_schema_utils import create_model_from_schema
from crewai.utilities.string_utils import sanitize_too... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-files/tests/test_upload_cache.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:37.380064 | """Tests for upload cache."""
from datetime import datetime, timedelta, timezone
from crewai_files import FileBytes, ImageFile
from crewai_files.cache.upload_cache import CachedUpload, UploadCache
# Minimal valid PNG
MINIMAL_PNG = (
b"\x89PNG\r\n\x1a\n\x00\x00\x00\rIHDR\x00\x00\x00\x08\x00\x00\x00\x08"
b"\x... |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI | null | null | null | null | 50,544 | null | null | mit | null | null | null | null | null | null | null | lib/crewai-tools/src/crewai_tools/adapters/rag_adapter.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:38.708811 | from typing import Any
from crewai_tools.rag.core import RAG
from crewai_tools.tools.rag.rag_tool import Adapter
class RAGAdapter(Adapter):
def __init__(
self,
collection_name: str = "crewai_knowledge_base",
persist_directory: str | None = None,
embedding_model: str = "text-embedd... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/pkg/cmd_exec.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.019345 | import os
import subprocess
from pathlib import Path
import click
from llama_dev.utils import find_all_packages, is_llama_index_package
@click.command(short_help="Exec a command inside a package folder")
@click.option(
"--fail-fast",
is_flag=True,
default=False,
help="Exit the command at the first f... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/pkg/bump.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.021818 | import click
from llama_dev.utils import (
BumpType,
bump_version,
find_all_packages,
is_llama_index_package,
load_pyproject,
update_pyproject_version,
)
@click.command(short_help="Bump package version")
@click.argument("package_names", required=False, nargs=-1)
@click.option(
"--all",
... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | docs/examples/discover_llamaindex/document_management/group_conversations.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.022819 | import json
import sys
class Message:
def __init__(
self,
message_id,
message_text,
author,
timestamp,
parent_message=None,
child_message=None,
):
self.message_id = message_id
self.message_text = message_text
self.author = author
... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/cli.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.024222 | from pathlib import Path
import click
from rich.console import Console
from rich.theme import Theme
from .pkg import pkg
from .release import release
from .test import test
LLAMA_DEV_THEME = Theme(
{
"repr.path": "",
"repr.filename": "",
"repr.str": "",
"traceback.note": "cyan",
... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | docs/examples/output_parsing/directory.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.026033 | import enum
from typing import List
from llama_index.core.bridge.pydantic import BaseModel, Field
class NodeType(str, enum.Enum):
"""Enumeration representing the types of nodes in a filesystem."""
FILE = "file"
FOLDER = "folder"
class Node(BaseModel):
"""
Class representing a single node in a ... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | docs/examples/finetuning/embeddings/eval_utils.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.032917 | from llama_index.core.schema import TextNode
from llama_index.core import Settings
from llama_index.core import VectorStoreIndex
import pandas as pd
from tqdm import tqdm
def evaluate(
dataset,
embed_model,
top_k=5,
verbose=False,
):
corpus = dataset.corpus
queries = dataset.queries
releva... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | docs/scripts/prepare_for_build.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.057978 | # /// script
# dependencies = [
# "toml",
# "pyaml",
# ]
# ///
import os
import toml
import yaml
MKDOCS_YML = "./api_reference/mkdocs.yml"
# examples config
EXAMPLES_DIR = "./examples"
FOLDER_NAME_TO_LABEL = {
"./examples/agent": "Agents",
"./examples/cookbooks": "Cookbooks",
"./examples/chat_engine... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/release/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.620142 | import click
from .changelog import changelog
from .check import check
from .prepare import prepare
@click.group(short_help="Utilities for the release process in the monorepo")
def release():
pass # pragma: no cover
release.add_command(check)
release.add_command(changelog)
release.add_command(prepare)
|
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/release/check.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.645798 | import json
import subprocess
import urllib.request
from pathlib import Path
import click
import tomli
from packaging.version import parse as parse_version
def _get_current_branch_name() -> str:
return (
subprocess.check_output(["git", "rev-parse", "--abbrev-ref", "HEAD"])
.decode("utf-8")
... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/release/changelog.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.657478 | import json
import re
import shlex
import subprocess
from datetime import date
from pathlib import Path
import click
from llama_dev.utils import find_all_packages, get_changed_packages, load_pyproject
CHANGELOG_PLACEHOLDER = "<!--- generated changelog --->"
def _run_command(command: str) -> str:
"""Helper to r... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/utils.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.660002 | import re
import subprocess
import sys
from enum import Enum
from pathlib import Path
import tomli
from packaging import specifiers, version
from packaging.version import Version
DEP_NAME_REGEX = re.compile(r"([^<>=\[\];\s]+)")
class BumpType(str, Enum):
MAJOR = "major"
MINOR = "minor"
PATCH = "patch"
... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/test/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.661173 | import concurrent.futures
import os
import subprocess
import sys
import time
from enum import Enum, auto
from pathlib import Path
import click
from rich.live import Live
from rich.table import Table
from llama_dev.utils import (
find_all_packages,
get_changed_files,
get_changed_packages,
get_dep_names... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/release/prepare.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.667420 | from pathlib import Path
import click
from llama_dev.utils import (
BumpType,
bump_version,
load_pyproject,
update_pyproject_version,
)
def _replace_core_dependency(project_path: Path, old_dep: str, new_dep: str):
pyproject_path = project_path / "pyproject.toml"
# Read the file content
w... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/pkg/info.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.668655 | import json
import click
from rich.table import Table
from llama_dev.utils import find_all_packages, is_llama_index_package, load_pyproject
@click.command(short_help="Get package details")
@click.argument("package_names", required=False, nargs=-1)
@click.option(
"--all",
is_flag=True,
help="Get info for... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/llama_dev/pkg/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:44.731950 | import click
from .bump import bump
from .cmd_exec import cmd_exec
from .info import info
@click.group(short_help="Manage packages in the monorepo")
def pkg():
pass # pragma: no cover
pkg.add_command(info)
pkg.add_command(cmd_exec, name="exec")
pkg.add_command(bump)
|
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/conftest.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.261172 | import sys
from pathlib import Path
from unittest.mock import MagicMock
import pytest
@pytest.fixture
def data_path():
return Path(__file__).parent / "data"
@pytest.fixture
def mock_current_version(monkeypatch):
"""Fixture to mock the current Python version."""
def _set_version(major, minor, micro):
... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/pkg/test_info.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.272503 | from pathlib import Path
from unittest import mock
import pytest
from click.testing import CliRunner
from llama_dev.cli import cli
@pytest.fixture
def mock_projects():
return {
"package1": {"project": {"name": "llama-index-package1", "version": "0.1.0"}},
"package2": {"project": {"name": "llama-i... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/pkg/test_bump.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.280357 | import builtins
from unittest import mock
from click.testing import CliRunner
from llama_dev.cli import cli
from llama_dev.pkg.bump import BumpType, bump_version, update_pyproject_version
def test_bump_version():
assert bump_version("0.0", BumpType.PATCH) == "0.0.1"
assert bump_version("0.0", BumpType.MINOR)... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/pkg/test_cmd_exec.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.294322 | from unittest import mock
from click.testing import CliRunner
from llama_dev.cli import cli
def test_cmd_exec_no_package_no_all_flag():
runner = CliRunner()
result = runner.invoke(cli, ["pkg", "exec", "--cmd", "echo hello"])
assert result.exit_code != 0
assert "Either specify a package name or use th... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/test/test_test.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.312177 | from pathlib import Path
from unittest import mock
import pytest
from click.testing import CliRunner
from llama_dev import test as llama_dev_test
from llama_dev.cli import cli
from llama_dev.test import ResultStatus, _pytest, _run_tests
def mocked_coverage_failed(*args, **kwargs):
return {
"package": Pat... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/test_cli.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.313197 | from click.testing import CliRunner
from llama_dev.cli import cli
def test_version():
runner = CliRunner()
with runner.isolated_filesystem():
result = runner.invoke(cli, ["--version"])
assert result.exit_code == 0
assert result.output.startswith("cli, version ")
|
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/release/test_changelog.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.314860 | import json
from datetime import date
from pathlib import Path
from unittest import mock
import pytest
from click.testing import CliRunner
from llama_dev.cli import cli
from llama_dev.release.changelog import (
CHANGELOG_PLACEHOLDER,
_extract_pr_data,
_get_changelog_text,
_get_latest_tag,
_get_pr_n... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/release/test_check.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.349111 | import json
from unittest import mock
import click
import pytest
from llama_dev.cli import cli
from llama_dev.release.check import (
_get_current_branch_name,
_get_version_from_pypi,
_get_version_from_pyproject,
check,
)
def test_get_current_branch_name():
with mock.patch("subprocess.check_output... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-dev/tests/test_utils.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.369897 | from pathlib import Path
from unittest import mock
import pytest
from llama_dev.utils import (
find_all_packages,
find_integrations,
find_utils,
get_changed_files,
get_changed_packages,
get_dep_names,
get_dependants_packages,
is_python_version_compatible,
load_pyproject,
)
def tes... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.449050 | """Top-level imports for LlamaIndex."""
import logging
from importlib.metadata import PackageNotFoundError, version
from logging import NullHandler
from typing import Callable, Optional
try:
__version__ = version("llama-index-core")
except PackageNotFoundError:
# This might happen when running tests or script... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.847689 | # workflow agents + utils
from llama_index.core.agent.workflow.function_agent import FunctionAgent
from llama_index.core.agent.workflow.multi_agent_workflow import AgentWorkflow
from llama_index.core.agent.workflow.base_agent import BaseWorkflowAgent
from llama_index.core.agent.workflow.codeact_agent import CodeActAgen... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/react/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.872710 | from llama_index.core.agent.react.formatter import ReActChatFormatter
from llama_index.core.agent.react.output_parser import ReActOutputParser
__all__ = ["ReActChatFormatter", "ReActOutputParser"]
|
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/react/types.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.907039 | """Base types for ReAct agent."""
from abc import abstractmethod
from typing import Dict
from llama_index.core.bridge.pydantic import BaseModel
class BaseReasoningStep(BaseModel):
"""Reasoning step."""
@abstractmethod
def get_content(self) -> str:
"""Get content."""
@property
@abstract... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/react/output_parser.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.911399 | """ReAct output parser."""
import re
from typing import Tuple
from llama_index.core.agent.react.types import (
ActionReasoningStep,
BaseReasoningStep,
ResponseReasoningStep,
)
from llama_index.core.output_parsers.utils import extract_json_str
from llama_index.core.types import BaseOutputParser
def extra... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/react/prompts.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.920855 | """Default prompt for ReAct agent."""
from pathlib import Path
# TODO: have formatting instructions be a part of react output parser
with (
Path(__file__).parents[0] / Path("templates") / Path("system_header_template.md")
).open("r") as f:
__BASE_REACT_CHAT_SYSTEM_HEADER = f.read()
REACT_CHAT_SYSTEM_HEADER =... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/react/formatter.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.928681 | # ReAct agent formatter
import logging
from abc import abstractmethod
from typing import List, Optional, Sequence
from llama_index.core.agent.react.prompts import (
CONTEXT_REACT_CHAT_SYSTEM_HEADER,
REACT_CHAT_SYSTEM_HEADER,
)
from llama_index.core.agent.react.types import (
BaseReasoningStep,
Observa... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.946815 | from llama_index.core.agent.workflow.agent_context import (
AgentContext,
SimpleAgentContext,
)
from llama_index.core.agent.workflow.multi_agent_workflow import AgentWorkflow
from llama_index.core.agent.workflow.base_agent import BaseWorkflowAgent
from llama_index.core.agent.workflow.codeact_agent import CodeAc... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/utils.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:45.959653 | """Agent utils."""
import json
from llama_index.core.llms import ChatMessage, TextBlock
from typing import List, Type, Dict, Any, Optional, cast
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.base.llms.types import ChatMessage
from llama_index.core.llms import LLM
def messages_to_xml_f... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/agent_context.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.011814 | """
Agent context protocol and simple implementation for non-workflow usage.
This module provides a minimal duck-typed protocol that `take_step` implementations
use, allowing agents to work both in full workflow contexts and in simpler
scenarios like `LLM.predict_and_call`.
"""
from dataclasses import dataclass, fiel... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/base_agent.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.024405 | from abc import abstractmethod
import functools
import warnings
import inspect
from typing import (
Any,
Callable,
Dict,
List,
Literal,
Sequence,
Optional,
Union,
Type,
cast,
overload,
)
from typing_extensions import deprecated
from pydantic._internal._model_construction imp... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/function_agent.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.457341 | from typing import List, Optional, Sequence
from llama_index.core.agent.workflow.agent_context import AgentContext
from llama_index.core.agent.workflow.base_agent import BaseWorkflowAgent
from llama_index.core.agent.workflow.workflow_events import (
AgentInput,
AgentOutput,
AgentStream,
ToolCallResult,... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/codeact_agent.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.458626 | import inspect
import re
import uuid
from typing import Awaitable, Callable, List, Sequence, Union, Optional, Tuple
from llama_index.core.agent.workflow.agent_context import AgentContext
from llama_index.core.agent.workflow.base_agent import BaseWorkflowAgent
from llama_index.core.agent.workflow.workflow_events import... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/workflow_events.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.493353 | import logging
import warnings
import json
from typing import Any, Optional, Dict, Type
from llama_index.core.bridge.pydantic import (
Field,
model_serializer,
ValidationError,
BaseModel,
)
from llama_index.core.tools import ToolSelection, ToolOutput
from llama_index.core.llms import ChatMessage
from l... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/multi_agent_workflow.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.494248 | from abc import ABCMeta
import inspect
import warnings
from typing import (
Any,
Callable,
Dict,
List,
Literal,
Optional,
Sequence,
Union,
Type,
cast,
overload,
)
from typing_extensions import deprecated
from pydantic import BaseModel
from llama_index.core.agent.utils import... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/react_agent.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.524181 | import uuid
from typing import List, Sequence, Optional, cast
from llama_index.core.agent.react.formatter import ReActChatFormatter
from llama_index.core.agent.react.output_parser import ReActOutputParser
from llama_index.core.agent.react.prompts import CONTEXT_REACT_CHAT_SYSTEM_HEADER
from llama_index.core.agent.reac... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/agent/workflow/prompts.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.526950 | DEFAULT_HANDOFF_PROMPT = """Useful for handing off to another agent.
If you are currently not equipped to handle the user's request, or another agent is better suited to handle the request, please hand off to the appropriate agent.
Currently available agents:
{agent_info}
"""
DEFAULT_STATE_PROMPT = """Current state:
... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/async_utils.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.540461 | """Async utils."""
import asyncio
import contextvars
import concurrent.futures
from itertools import zip_longest
from typing import Any, Coroutine, Iterable, List, Optional, TypeVar
import llama_index.core.instrumentation as instrument
dispatcher = instrument.get_dispatcher(__name__)
def get_asyncio_module(show_pr... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/base/base_auto_retriever.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.587653 | from abc import abstractmethod
from typing import Any, List, Tuple
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.schema import NodeWithScore, QueryBundle
class BaseAutoRetriever(BaseRetriever):
"""Base auto retriever.""... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/base/base_multi_modal_retriever.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:46.615436 | """base multi modal retriever."""
from abc import abstractmethod
from typing import List
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.image_retriever import BaseImageRetriever
from llama_index.core.indices.query.schema import QueryType
from llama_index.core.schema import NodeWi... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/base/base_query_engine.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:47.104373 | """Base query engine."""
import logging
from abc import abstractmethod
from typing import Any, Dict, List, Optional, Sequence
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.prompts.mixin import PromptDictType, PromptMix... |
run-llama/llama_index | https://github.com/run-llama/llama_index | null | null | null | null | 49,114 | null | null | mit | null | null | null | null | null | null | null | llama-index-core/llama_index/core/base/base_retriever.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:47.105072 | """Base retriever."""
from abc import abstractmethod
from typing import Any, Dict, List, Optional
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.cor... |
minimaxir/big-list-of-naughty-strings | https://github.com/minimaxir/big-list-of-naughty-strings | null | null | null | null | 47,631 | null | null | mit | null | null | null | null | null | null | null | naughtystrings/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:49.467570 | import os
FILEPATH = os.path.join(
os.path.abspath(os.path.dirname(os.path.dirname(__file__))), 'blns.txt')
"""Path to the file"""
def naughty_strings(filepath=FILEPATH):
"""Get the list of naughty_strings.
By default this will get the strings from the blns.txt file
Code is a simple port of what i... |
minimaxir/big-list-of-naughty-strings | https://github.com/minimaxir/big-list-of-naughty-strings | null | null | null | null | 47,631 | null | null | mit | null | null | null | null | null | null | null | scripts/txt_to_json.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:49.499843 | ### Quick Python Script to convert the Big List of Naughty Strings into a JSON file
###
### By Max Woolf
import json
with open('../blns.txt', 'r') as f:
# put all lines in the file into a Python list
content = f.readlines()
# above line leaves trailing newline characters; strip them out
content... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | finetuning-asr/lora_finetune.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.932418 | #!/usr/bin/env python
"""
VibeVoice ASR LoRA Fine-tuning Script
This script implements LoRA (Low-Rank Adaptation) fine-tuning for the VibeVoice ASR model.
It uses PEFT (Parameter-Efficient Fine-Tuning) library for efficient training.
"""
import json
import logging
from pathlib import Path
from typing import List, Dic... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | demo/realtime_model_inference_from_file.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.938586 | import argparse
import os
import re
import traceback
from typing import List, Tuple, Union, Dict, Any
import time
import torch
import copy
import glob
from vibevoice.modular.modeling_vibevoice_streaming_inference import VibeVoiceStreamingForConditionalGenerationInference
from vibevoice.processor.vibevoice_streaming_pr... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.939909 | # vibevoice/__init__.py
from vibevoice.modular import (
VibeVoiceStreamingForConditionalGenerationInference,
VibeVoiceStreamingConfig,
)
from vibevoice.processor import (
VibeVoiceStreamingProcessor,
VibeVoiceTokenizerProcessor,
)
__all__ = [
"VibeVoiceStreamingForConditionalGenerationInference",
... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/configuration_vibevoice.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.945494 | """ VibeVoice_AcousticTokenizer model configuration"""
from typing import Dict, List, Optional, Tuple
import torch
from transformers.configuration_utils import PretrainedConfig
from transformers.utils import logging
from transformers.models.qwen2.configuration_qwen2 import Qwen2Config
logger = logging.get_logger(_... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.946022 | # vibevoice/modular/__init__.py
from .modeling_vibevoice_streaming_inference import VibeVoiceStreamingForConditionalGenerationInference
from .configuration_vibevoice_streaming import VibeVoiceStreamingConfig
from .modeling_vibevoice_streaming import VibeVoiceStreamingModel, VibeVoiceStreamingPreTrainedModel
from .strea... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | demo/web/app.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.958208 | import datetime
import builtins
import asyncio
import json
import os
import threading
import traceback
from pathlib import Path
from queue import Empty, Queue
from typing import Any, Callable, Dict, Iterator, Optional, Tuple, cast
import numpy as np
import torch
from fastapi import FastAPI, WebSocket
from fastapi.resp... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | demo/vibevoice_asr_inference_from_file.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.974764 | #!/usr/bin/env python
"""
VibeVoice ASR Batch Inference Demo Script
This script supports batch inference for ASR model and compares results
between batch processing and single-sample processing.
"""
import os
import sys
import torch
import numpy as np
from pathlib import Path
import argparse
import time
import json
i... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | demo/vibevoice_asr_gradio_demo.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:51.989076 | #!/usr/bin/env python
"""
VibeVoice ASR Gradio Demo
"""
import os
import sys
import torch
import numpy as np
import soundfile as sf
from pathlib import Path
import argparse
import time
import json
import gradio as gr
from typing import List, Dict, Tuple, Optional, Generator
import tempfile
import base64
import io
impo... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | demo/vibevoice_realtime_demo.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.045439 | import argparse, os, uvicorn
def main():
p = argparse.ArgumentParser()
p.add_argument("--port", type=int, default=3000)
p.add_argument("--model_path", type=str, default="microsoft/VibeVoice-Realtime-0.5B")
p.add_argument("--device", type=str, default="cuda", choices=["cpu", "cuda", "mpx", "mps"])
p... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | finetuning-asr/inference_lora.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.057549 | #!/usr/bin/env python
"""
Inference with LoRA Fine-tuned VibeVoice ASR Model
This script loads a LoRA fine-tuned model and runs inference.
Usage:
python inference_lora.py \
--base_model microsoft/VibeVoice-ASR \
--lora_path ./output \
--audio_file ./toy_dataset/0.mp3
"""
import argparse
i... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/configuration_vibevoice_streaming.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.546670 | """ VibeVoice Streaming model configuration"""
import torch
from transformers.configuration_utils import PretrainedConfig
from transformers.utils import logging
from transformers.models.qwen2.configuration_qwen2 import Qwen2Config
from .configuration_vibevoice import VibeVoiceAcousticTokenizerConfig, VibeVoiceDiffu... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/modular_vibevoice_diffusion_head.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.561466 | import math
from typing import Optional, Tuple, Union
import torch
import torch.nn as nn
import torch.nn.functional as F
from transformers.models.auto import AutoModel
from transformers.modeling_utils import PreTrainedModel
# from transformers.modeling_layers import GradientCheckpointingLayer
from transformers.activa... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/modeling_vibevoice_asr.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.562951 | from typing import List, Optional, Tuple, Union
import torch
import torch.nn as nn
from transformers.models.auto import AutoModel, AutoModelForCausalLM
from transformers.modeling_outputs import CausalLMOutput, BaseModelOutputWithPast
from transformers import modeling_utils
from transformers.modeling_utils import PreT... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/modeling_vibevoice_streaming.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.579573 | from dataclasses import dataclass
from typing import Dict, List, Optional, Tuple, Union, Callable
from tqdm import tqdm
import copy
import torch
import torch.nn as nn
import torch.nn.functional as F
import torch.distributed as dist
from transformers.models.auto import AutoModel, AutoModelForCausalLM
from transformers... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/modular_vibevoice_tokenizer.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.641252 | import math
import typing as tp
from functools import partial
from dataclasses import dataclass, field
from typing import Dict, List, Optional, Tuple, Union
import copy
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
from transformers.models.auto import AutoModel
from transforme... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/modeling_vibevoice.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.654481 | # copied from https://github.com/vibevoice-community/VibeVoice/blob/main/vibevoice/modular/modeling_vibevoice.py
from dataclasses import dataclass
from typing import Dict, List, Optional, Tuple, Union, Callable
from tqdm import tqdm
import torch
import torch.nn as nn
import torch.nn.functional as F
import torch.distrib... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/modular/modular_vibevoice_text_tokenizer.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.658883 | """Tokenization classes for vibevoice."""
from typing import List, Optional, Union
from transformers.utils import logging
from transformers.models.qwen2.tokenization_qwen2 import Qwen2Tokenizer
from transformers.models.qwen2.tokenization_qwen2_fast import Qwen2TokenizerFast
logger = logging.get_logger(__name__)
cl... |
microsoft/VibeVoice | https://github.com/microsoft/VibeVoice | null | null | null | null | 46,378 | null | null | mit | null | null | null | null | null | null | null | vibevoice/processor/__init__.py | null | null | null | null | null | null | Python | 2026-05-04T02:19:52.664937 | # vibevoice/processor/__init__.py
from .vibevoice_processor import VibeVoiceProcessor
from .vibevoice_streaming_processor import VibeVoiceStreamingProcessor
from .vibevoice_tokenizer_processor import VibeVoiceTokenizerProcessor, AudioNormalizer
__all__ = [
"VibeVoiceProcessor",
"VibeVoiceStreamingProcessor",
... |
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