repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/prompts/display_utils.py | llama-index-core/llama_index/core/prompts/display_utils.py | """Prompt display utils."""
from llama_index.core.prompts.mixin import PromptDictType
# define prompt viewing function
def display_prompt_dict(prompts_dict: PromptDictType) -> None:
"""
Display prompt dict.
Args:
prompts_dict: prompt dict
"""
from IPython.display import Markdown, displa... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/generator.py | llama-index-core/llama_index/core/llama_dataset/generator.py | """Dataset generation from documents."""
from __future__ import annotations
import re
import warnings
from typing import List, Sequence, Optional
from llama_index.core import Document, SummaryIndex
from llama_index.core.async_utils import DEFAULT_NUM_WORKERS, run_jobs, asyncio_run
from llama_index.core.base.response... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/download.py | llama-index-core/llama_index/core/llama_dataset/download.py | from typing import List, Tuple, Type
from llama_index.core.download.dataset import (
LLAMA_DATASETS_LFS_URL,
LLAMA_DATASETS_SOURCE_FILES_GITHUB_TREE_URL,
LLAMA_DATASETS_URL,
)
from llama_index.core.download.dataset import download_llama_dataset as download
from llama_index.core.download.module import (
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/evaluator_evaluation.py | llama-index-core/llama_index/core/llama_dataset/evaluator_evaluation.py | """Labelled Evaluation Class."""
import asyncio
import time
from typing import Any, Dict, List, Sequence, Optional
from llama_index.core.bridge.pydantic import Field
from llama_index.core.evaluation import (
BaseEvaluator,
EvaluationResult,
)
from llama_index.core.evaluation.pairwise import EvaluationSource
f... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/simple.py | llama-index-core/llama_index/core/llama_dataset/simple.py | from typing import Any, Dict, List, Sequence, Optional
from llama_index.core.llama_dataset.base import (
BaseLlamaDataExample,
BaseLlamaDataset,
CreatedBy,
BaseLlamaExamplePrediction,
BaseLlamaPredictionDataset,
)
from llama_index.core.llms import LLM
from llama_index.core.bridge.pydantic import Fie... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/__init__.py | llama-index-core/llama_index/core/llama_dataset/__init__.py | """Dataset Module."""
from llama_index.core.llama_dataset.base import (
BaseLlamaDataExample,
BaseLlamaDataset,
BaseLlamaExamplePrediction,
BaseLlamaPredictionDataset,
CreatedBy,
CreatedByType,
)
from llama_index.core.llama_dataset.download import download_llama_dataset
from llama_index.core.ll... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/base.py | llama-index-core/llama_index/core/llama_dataset/base.py | """Llama Dataset Class."""
import json
from abc import abstractmethod
from enum import Enum
from typing import (
Any,
ClassVar,
Generator,
Generic,
List,
Sequence,
Optional,
Type,
TypeVar,
Union,
)
import tqdm
from llama_index.core.async_utils import asyncio_module
from llama_i... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/rag.py | llama-index-core/llama_index/core/llama_dataset/rag.py | """Llama Dataset Class."""
import asyncio
import time
from typing import Any, Dict, List, Optional, Sequence
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.bridge.pydantic import Field
from llama_index.core.llama_dataset.base import (
BaseLlamaDataExample,
BaseLlamaD... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/legacy/__init__.py | llama-index-core/llama_index/core/llama_dataset/legacy/__init__.py | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false | |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/llama_dataset/legacy/embedding.py | llama-index-core/llama_index/core/llama_dataset/legacy/embedding.py | """Common utils for embeddings."""
import json
import re
import uuid
import warnings
from typing import Dict, List, Optional, Tuple
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.llms.utils import LLM
from llama_index.core.schema import MetadataMode, TextNode
from llama_index.core.settin... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/composability/joint_qa_summary.py | llama-index-core/llama_index/core/composability/joint_qa_summary.py | """Joint QA Summary graph."""
from typing import List, Optional, Sequence
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.list.base import SummaryIndex
from llama_index.core.indices.vector_store import VectorStor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/composability/__init__.py | llama-index-core/llama_index/core/composability/__init__.py | """Init composability."""
from llama_index.core.composability.base import ComposableGraph
from llama_index.core.composability.joint_qa_summary import (
QASummaryQueryEngineBuilder,
)
__all__ = ["ComposableGraph", "QASummaryQueryEngineBuilder"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/composability/base.py | llama-index-core/llama_index/core/composability/base.py | """Composable graph."""
# TODO: remove this file, only keep for backwards compatibility
from llama_index.core.indices.composability.graph import ComposableGraph # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/retrievers/auto_merging_retriever.py | llama-index-core/llama_index/core/retrievers/auto_merging_retriever.py | # Auto Merging Retriever
import logging
from collections import defaultdict
from typing import Dict, List, Optional, Tuple, cast
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.query.schema import QueryBundle
from... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/retrievers/recursive_retriever.py | llama-index-core/llama_index/core/retrievers/recursive_retriever.py | from typing import Dict, List, Optional, Tuple, Union
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.callbacks.schema import CBEventType, EventPayload
fr... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/retrievers/transform_retriever.py | llama-index-core/llama_index/core/retrievers/transform_retriever.py | from typing import List, Optional
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.indices.query.query_transform.base import BaseQueryTransform
from llama_index.core.prompts.mixin import PromptMixinType
from llama_index.cor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/retrievers/router_retriever.py | llama-index-core/llama_index/core/retrievers/router_retriever.py | """Router retriever."""
import asyncio
import logging
from typing import List, Optional, Sequence
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.base.base_selector import BaseSelector
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.ll... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/retrievers/fusion_retriever.py | llama-index-core/llama_index/core/retrievers/fusion_retriever.py | import asyncio
from enum import Enum
from typing import Dict, List, Optional, Tuple, cast
from llama_index.core.async_utils import run_async_tasks
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.constants import DEFAULT_SIMILARITY_TOP_K
from llama_index.core.llms.utils import LLMType,... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/retrievers/__init__.py | llama-index-core/llama_index/core/retrievers/__init__.py | from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.image_retriever import BaseImageRetriever
from llama_index.core.indices.empty.retrievers import EmptyIndexRetriever
from llama_index.core.indices.keyword_table.retrievers import (
KeywordTableSimpleRetriever,
)
from llama_index.cor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/vector_stores/utils.py | llama-index-core/llama_index/core/vector_stores/utils.py | import json
from typing import Any, Dict, Optional, Tuple, Callable, Mapping, cast
from llama_index.core.schema import (
BaseNode,
ImageNode,
Node,
IndexNode,
NodeRelationship,
RelatedNodeInfo,
TextNode,
)
from llama_index.core.vector_stores.types import (
MetadataFilters,
FilterOpe... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/vector_stores/simple.py | llama-index-core/llama_index/core/vector_stores/simple.py | """Simple vector store index."""
import json
import logging
import os
from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional, Sequence, cast
import fsspec
from dataclasses_json import DataClassJsonMixin
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.cor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/vector_stores/__init__.py | llama-index-core/llama_index/core/vector_stores/__init__.py | """Vector stores."""
from llama_index.core.vector_stores.simple import SimpleVectorStore
from llama_index.core.vector_stores.types import (
ExactMatchFilter,
FilterCondition,
FilterOperator,
MetadataFilter,
MetadataFilters,
MetadataInfo,
VectorStoreQuery,
VectorStoreQueryResult,
Vec... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/vector_stores/types.py | llama-index-core/llama_index/core/vector_stores/types.py | """Vector store index types."""
from abc import ABC, abstractmethod
from dataclasses import dataclass
from enum import Enum
from typing import (
Any,
Dict,
List,
Optional,
Protocol,
Sequence,
Union,
runtime_checkable,
)
import fsspec
from deprecated import deprecated
from llama_index.c... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/graph_stores/prompts.py | llama-index-core/llama_index/core/graph_stores/prompts.py | from llama_index.core.prompts import PromptTemplate
DEFAULT_CYPHER_TEMPALTE_STR = """Task:Generate Cypher statement to query a graph database.
Instructions:
Use only the provided relationship types and properties in the schema.
Do not use any other relationship types or properties that are not provided.
Schema:
{schem... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/graph_stores/simple_labelled.py | llama-index-core/llama_index/core/graph_stores/simple_labelled.py | import fsspec
import json
import os
from typing import Any, List, Dict, Sequence, Tuple, Optional
from llama_index.core.graph_stores.types import (
PropertyGraphStore,
ChunkNode,
EntityNode,
Triplet,
LabelledNode,
LabelledPropertyGraph,
Relation,
DEFAULT_PERSIST_DIR,
DEFAULT_PG_PERS... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/graph_stores/utils.py | llama-index-core/llama_index/core/graph_stores/utils.py | """
Borrowed from Langchain's Neo4j graph utility functions.
https://github.com/langchain-ai/langchain/blob/95c3e5f85f8ed8026a11e351b57bfae488d654c4/libs/community/langchain_community/graphs/neo4j_graph.py
"""
from typing import Any
LIST_LIMIT = 128
def clean_string_values(text: str) -> str:
return text.replac... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/graph_stores/simple.py | llama-index-core/llama_index/core/graph_stores/simple.py | """Simple graph store index."""
import json
import logging
import os
from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional
import fsspec
from dataclasses_json import DataClassJsonMixin
from llama_index.core.graph_stores.types import (
DEFAULT_PERSIST_DIR,
DEFAULT_PERSIST_FNAME,... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/graph_stores/__init__.py | llama-index-core/llama_index/core/graph_stores/__init__.py | """Graph stores."""
from llama_index.core.graph_stores.simple import SimpleGraphStore
from llama_index.core.graph_stores.simple_labelled import SimplePropertyGraphStore
from llama_index.core.graph_stores.types import (
LabelledNode,
Relation,
EntityNode,
ChunkNode,
PropertyGraphStore,
)
__all__ = ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/graph_stores/types.py | llama-index-core/llama_index/core/graph_stores/types.py | import fsspec
from abc import ABC, abstractmethod
from typing import (
Any,
Dict,
List,
Optional,
Tuple,
Set,
Sequence,
Protocol,
runtime_checkable,
)
from llama_index.core.bridge.pydantic import BaseModel, Field, SerializeAsAny
from llama_index.core.graph_stores.prompts import DEFA... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/chat_ui/events.py | llama-index-core/llama_index/core/chat_ui/events.py | from typing import Any, List
from llama_index.core.chat_ui.models.artifact import Artifact
from llama_index.core.schema import NodeWithScore
from llama_index.core.workflow.events import Event
class UIEvent(Event):
type: str
data: Any
class SourceNodesEvent(Event):
nodes: List[NodeWithScore]
class Art... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/chat_ui/__init__.py | llama-index-core/llama_index/core/chat_ui/__init__.py | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false | |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/chat_ui/models/__init__.py | llama-index-core/llama_index/core/chat_ui/models/__init__.py | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false | |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/chat_ui/models/artifact.py | llama-index-core/llama_index/core/chat_ui/models/artifact.py | from enum import Enum
from typing import List, Literal, Optional, Union
from pydantic import BaseModel
class ArtifactType(str, Enum):
CODE = "code"
DOCUMENT = "document"
class CodeArtifactData(BaseModel):
file_name: str
code: str
language: str
class DocumentArtifactSource(BaseModel):
id: ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/question_gen/prompts.py | llama-index-core/llama_index/core/question_gen/prompts.py | import json
from typing import Sequence
from llama_index.core.prompts.base import PromptTemplate
from llama_index.core.question_gen.types import SubQuestion
from llama_index.core.tools.types import ToolMetadata
# deprecated, kept for backward compatibility
SubQuestionPrompt = PromptTemplate
def build_tools_text(too... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/question_gen/llm_generators.py | llama-index-core/llama_index/core/question_gen/llm_generators.py | from typing import List, Optional, Sequence, cast
from llama_index.core.llms.llm import LLM
from llama_index.core.output_parsers.base import StructuredOutput
from llama_index.core.prompts.base import BasePromptTemplate, PromptTemplate
from llama_index.core.prompts.mixin import PromptDictType
from llama_index.core.prom... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/question_gen/output_parser.py | llama-index-core/llama_index/core/question_gen/output_parser.py | from typing import Any
from llama_index.core.output_parsers.base import StructuredOutput
from llama_index.core.output_parsers.utils import parse_json_markdown
from llama_index.core.question_gen.types import SubQuestion
from llama_index.core.types import BaseOutputParser
class SubQuestionOutputParser(BaseOutputParser... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/question_gen/__init__.py | llama-index-core/llama_index/core/question_gen/__init__.py | from llama_index.core.question_gen.llm_generators import LLMQuestionGenerator
from llama_index.core.question_gen.output_parser import SubQuestionOutputParser
__all__ = [
"LLMQuestionGenerator",
"SubQuestionOutputParser",
]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/question_gen/types.py | llama-index-core/llama_index/core/question_gen/types.py | from abc import abstractmethod
from typing import List, Sequence
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.instrumentation import DispatcherSpanMixin
from llama_index.core.prompts.mixin import PromptMixin, PromptMixinType
from llama_index.core.schema import QueryBundle
from llama_ind... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/utilities/sql_wrapper.py | llama-index-core/llama_index/core/utilities/sql_wrapper.py | """SQL wrapper around SQLDatabase in langchain."""
from typing import Any, Dict, Iterable, List, Optional, Tuple
from sqlalchemy import MetaData, create_engine, insert, inspect, text
from sqlalchemy.engine import Engine
from sqlalchemy.exc import OperationalError, ProgrammingError
class SQLDatabase:
"""
SQL... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/utilities/aws_utils.py | llama-index-core/llama_index/core/utilities/aws_utils.py | from typing import TYPE_CHECKING, Optional
if TYPE_CHECKING:
import botocore
def get_aws_service_client(
service_name: Optional[str] = None,
region_name: Optional[str] = None,
aws_access_key_id: Optional[str] = None,
aws_secret_access_key: Optional[str] = None,
aws_session_token: Optional[str... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/utilities/token_counting.py | llama-index-core/llama_index/core/utilities/token_counting.py | # Modified from:
# https://github.com/nyno-ai/openai-token-counter
from typing import Any, Callable, Dict, List, Optional
from llama_index.core.base.llms.types import ChatMessage, MessageRole
from llama_index.core.utils import get_tokenizer
class TokenCounter:
"""
Token counter class.
Attributes:
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/utilities/gemini_utils.py | llama-index-core/llama_index/core/utilities/gemini_utils.py | """Global Gemini Utilities (shared between Gemini LLM and Vertex)."""
from __future__ import annotations
from collections.abc import Sequence
from llama_index.core.base.llms.types import ChatMessage, MessageRole
ROLES_TO_GEMINI: dict[MessageRole, MessageRole] = {
MessageRole.USER: MessageRole.USER,
MessageR... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/utilities/__init__.py | llama-index-core/llama_index/core/utilities/__init__.py | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false | |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/text_splitter/__init__.py | llama-index-core/llama_index/core/text_splitter/__init__.py | # TODO: Deprecated import support for old text splitters
from llama_index.core.node_parser.text.code import CodeSplitter
from llama_index.core.node_parser.text.sentence import (
SentenceSplitter,
)
from llama_index.core.node_parser.text.token import TokenTextSplitter
__all__ = [
"SentenceSplitter",
"TokenT... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/context_serializers.py | llama-index-core/llama_index/core/workflow/context_serializers.py | from workflows.context.serializers import (
BaseSerializer, # noqa
JsonSerializer, # noqa
PickleSerializer,
)
# provided for backward compatibility
JsonPickleSerializer = PickleSerializer
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/handler.py | llama-index-core/llama_index/core/workflow/handler.py | from workflows.handler import WorkflowHandler # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/service.py | llama-index-core/llama_index/core/workflow/service.py | from workflows.service import ServiceManager, ServiceNotFoundError # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/decorators.py | llama-index-core/llama_index/core/workflow/decorators.py | from workflows.decorators import StepConfig # noqa
from workflows.decorators import step as upstream_step # noqa
from typing import Callable, Any
def step(*args: Any, **kwargs: Any) -> Callable:
# Remove old, unused parameter
kwargs.pop("pass_context", None)
return upstream_step(*args, **kwargs)
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/events.py | llama-index-core/llama_index/core/workflow/events.py | from workflows.events import (
Event, # noqa
EventType, # noqa
HumanResponseEvent, # noqa
InputRequiredEvent, # noqa
StartEvent, # noqa
StopEvent, # noqa
)
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/drawing.py | llama-index-core/llama_index/core/workflow/drawing.py | from deprecated import deprecated
from typing import Optional
from .workflow import Workflow
from .events import StartEvent, StopEvent
from .decorators import StepConfig
from .utils import get_steps_from_class, get_steps_from_instance
@deprecated(
reason="Install `llama-index-utils-workflow` and use the import `... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/resource.py | llama-index-core/llama_index/core/workflow/resource.py | from workflows.resource import Resource, ResourceDefinition, ResourceManager # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/utils.py | llama-index-core/llama_index/core/workflow/utils.py | from workflows.context.utils import ( # noqa
get_qualified_name,
import_module_from_qualified_name,
)
from workflows.utils import (
BUSY_WAIT_DELAY, # noqa
StepSignatureSpec, # noqa
get_steps_from_class, # noqa
get_steps_from_instance, # noqa
inspect_signature, # noqa
is_free_funct... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/errors.py | llama-index-core/llama_index/core/workflow/errors.py | from workflows.errors import (
ContextSerdeError, # noqa
WorkflowCancelledByUser, # noqa
WorkflowConfigurationError, # noqa
WorkflowDone, # noqa
WorkflowRuntimeError, # noqa
WorkflowStepDoesNotExistError, # noqa
WorkflowTimeoutError, # noqa
WorkflowValidationError, # noqa
)
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/__init__.py | llama-index-core/llama_index/core/workflow/__init__.py | from .context import Context
from .context_serializers import JsonPickleSerializer, JsonSerializer
from .decorators import step
from .errors import WorkflowRuntimeError, WorkflowTimeoutError, WorkflowValidationError
from .events import Event, HumanResponseEvent, InputRequiredEvent, StartEvent, StopEvent
from .workflow ... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/workflow.py | llama-index-core/llama_index/core/workflow/workflow.py | from workflows.workflow import Workflow, WorkflowMeta # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/types.py | llama-index-core/llama_index/core/workflow/types.py | from workflows.types import StopEventT, RunResultT # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/context.py | llama-index-core/llama_index/core/workflow/context.py | from workflows.context import Context # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/workflow/retry_policy.py | llama-index-core/llama_index/core/workflow/retry_policy.py | from workflows.retry_policy import RetryPolicy, ConstantDelayRetryPolicy # noqa
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/output_parsers/utils.py | llama-index-core/llama_index/core/output_parsers/utils.py | import contextlib
import json
import re
from typing import Any, List
with contextlib.suppress(ImportError):
import yaml
from llama_index.core.output_parsers.base import OutputParserException
def _marshal_llm_to_json(output: str) -> str:
"""
Extract a substring containing valid JSON or array from a strin... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/output_parsers/__init__.py | llama-index-core/llama_index/core/output_parsers/__init__.py | """Output parsers."""
from llama_index.core.types import BaseOutputParser
from llama_index.core.output_parsers.langchain import LangchainOutputParser
from llama_index.core.output_parsers.pydantic import PydanticOutputParser
from llama_index.core.output_parsers.selection import SelectionOutputParser
__all__ = [
"B... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/output_parsers/selection.py | llama-index-core/llama_index/core/output_parsers/selection.py | import json
from dataclasses import dataclass
from typing import Any, List
from dataclasses_json import DataClassJsonMixin
from llama_index.core.output_parsers.base import (
OutputParserException,
StructuredOutput,
)
from llama_index.core.output_parsers.utils import _marshal_llm_to_json
from llama_index.core.t... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/output_parsers/base.py | llama-index-core/llama_index/core/output_parsers/base.py | """Base output parser class."""
from dataclasses import dataclass
from typing import Any, Optional
@dataclass
class StructuredOutput:
"""Structured output class."""
raw_output: str
parsed_output: Optional[Any] = None
class OutputParserException(Exception):
pass
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/output_parsers/langchain.py | llama-index-core/llama_index/core/output_parsers/langchain.py | """Base output parser class."""
from typing import TYPE_CHECKING, Any, Optional
from llama_index.core.output_parsers import BaseOutputParser
from llama_index.core.prompts.utils import SafeFormatter
if TYPE_CHECKING:
from llama_index.core.bridge.langchain import (
BaseOutputParser as LCOutputParser,
)... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/output_parsers/pydantic.py | llama-index-core/llama_index/core/output_parsers/pydantic.py | """Pydantic output parser."""
import json
from typing import Any, Generic, List, Optional, Type
from llama_index.core.output_parsers import BaseOutputParser
from llama_index.core.output_parsers.utils import extract_json_str
from llama_index.core.types import Model
PYDANTIC_FORMAT_TMPL = """
Here's a JSON schema to f... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/dataset_generation.py | llama-index-core/llama_index/core/evaluation/dataset_generation.py | """Dataset generation from documents."""
from __future__ import annotations
import asyncio
import json
import re
import uuid
from typing import Coroutine, Dict, List, Optional, Tuple
from deprecated import deprecated
from llama_index.core.async_utils import asyncio_run
from llama_index.core.bridge.pydantic import Ba... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/batch_runner.py | llama-index-core/llama_index/core/evaluation/batch_runner.py | import asyncio
from tenacity import retry, stop_after_attempt, wait_exponential
from typing import Any, Dict, List, Optional, Sequence, Tuple, cast
from llama_index.core.async_utils import asyncio_module, asyncio_run
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.respons... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/eval_utils.py | llama-index-core/llama_index/core/evaluation/eval_utils.py | """
Get evaluation utils.
NOTE: These are beta functions, might change.
"""
import subprocess
import tempfile
from collections import defaultdict
from typing import Any, Dict, List, Optional, Tuple, TYPE_CHECKING
import numpy as np
from llama_index.core.async_utils import asyncio_module, asyncio_run
from llama_ind... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/guideline.py | llama-index-core/llama_index/core/evaluation/guideline.py | """Guideline evaluation."""
import asyncio
import logging
from typing import Any, Optional, Sequence, Union, cast
from llama_index.core.bridge.pydantic import BaseModel, Field
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.llms.llm import LLM
from llama_index.core.o... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/notebook_utils.py | llama-index-core/llama_index/core/evaluation/notebook_utils.py | """Notebook utils."""
from collections import defaultdict
from typing import Any, List, Optional, Tuple
from llama_index.core.evaluation import EvaluationResult
from llama_index.core.evaluation.retrieval.base import RetrievalEvalResult
DEFAULT_METRIC_KEYS = ["hit_rate", "mrr"]
def get_retrieval_results_df(
nam... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/answer_relevancy.py | llama-index-core/llama_index/core/evaluation/answer_relevancy.py | """Relevancy evaluation."""
from __future__ import annotations
import asyncio
import re
from typing import Any, Callable, Optional, Sequence, Tuple
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.llms.llm import LLM
from llama_index.core.prompts import BasePromptTem... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/faithfulness.py | llama-index-core/llama_index/core/evaluation/faithfulness.py | """Faithfulness evaluation."""
from __future__ import annotations
import asyncio
from typing import Any, Optional, Sequence, Union
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.indices import SummaryIndex
from llama_index.core.llms.llm import LLM
from llama_index.... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/__init__.py | llama-index-core/llama_index/core/evaluation/__init__.py | """Evaluation modules."""
from llama_index.core.evaluation.answer_relevancy import AnswerRelevancyEvaluator
from llama_index.core.evaluation.base import (
BaseEvaluator,
EvaluationResult,
)
from llama_index.core.evaluation.batch_runner import BatchEvalRunner
from llama_index.core.evaluation.context_relevancy i... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/relevancy.py | llama-index-core/llama_index/core/evaluation/relevancy.py | """Relevancy evaluation."""
from __future__ import annotations
import asyncio
from typing import Any, Optional, Sequence, Union
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.indices import SummaryIndex
from llama_index.core.llms.llm import LLM
from llama_index.cor... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/semantic_similarity.py | llama-index-core/llama_index/core/evaluation/semantic_similarity.py | from typing import Any, Callable, Optional, Sequence
from llama_index.core.base.embeddings.base import (
BaseEmbedding,
SimilarityMode,
similarity,
)
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.prompts.mixin import PromptDictType
from llama_index.core.... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/context_relevancy.py | llama-index-core/llama_index/core/evaluation/context_relevancy.py | """Relevancy evaluation."""
from __future__ import annotations
import asyncio
import re
from typing import Any, Callable, Optional, Sequence, Tuple
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.indices import SummaryIndex
from llama_index.core.llms.llm import LLM
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/correctness.py | llama-index-core/llama_index/core/evaluation/correctness.py | """Correctness evaluation."""
import asyncio
from typing import Any, Callable, Optional, Sequence, Tuple, Union
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.evaluation.eval_utils import default_parser
from llama_index.core.llms.llm import LLM
from llama_index.core... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/pairwise.py | llama-index-core/llama_index/core/evaluation/pairwise.py | """Pairwise evaluation."""
import asyncio
from enum import Enum
from typing import Any, Callable, Optional, Sequence, Tuple, Union
from llama_index.core.evaluation.base import (
BaseEvaluator,
EvaluationResult,
)
from llama_index.core.llms.llm import LLM
from llama_index.core.prompts import (
BasePromptTe... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/base.py | llama-index-core/llama_index/core/evaluation/base.py | """Evaluator."""
from abc import abstractmethod
from typing import Any, Optional, Sequence
from llama_index.core.async_utils import asyncio_run
from llama_index.core.base.response.schema import Response
from llama_index.core.bridge.pydantic import BaseModel, Field
from llama_index.core.prompts.mixin import PromptMixi... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/benchmarks/hotpotqa.py | llama-index-core/llama_index/core/evaluation/benchmarks/hotpotqa.py | import json
import os
import re
import string
from collections import Counter
from shutil import rmtree
from typing import Any, Dict, List, Optional, Tuple
import requests
import tqdm
from llama_index.core.base.base_query_engine import BaseQueryEngine
from llama_index.core.base.base_retriever import BaseRetriever
from... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/benchmarks/__init__.py | llama-index-core/llama_index/core/evaluation/benchmarks/__init__.py | from llama_index.core.evaluation.benchmarks.beir import BeirEvaluator
from llama_index.core.evaluation.benchmarks.hotpotqa import HotpotQAEvaluator
__all__ = ["BeirEvaluator", "HotpotQAEvaluator"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/benchmarks/beir.py | llama-index-core/llama_index/core/evaluation/benchmarks/beir.py | import os
from shutil import rmtree
from typing import Callable, Dict, List, Optional
import tqdm
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.postprocessor.types import BaseNodePostprocessor
from llama_index.core.schema import Document, QueryBundle
from llama_index.core.utils i... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/multi_modal/faithfulness.py | llama-index-core/llama_index/core/evaluation/multi_modal/faithfulness.py | """Faithfulness evaluation."""
from __future__ import annotations
from pathlib import Path
from typing import Any, List, Optional, Sequence, Union
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.prompts import BasePromptTemplate, PromptTemplate
from llama_index.core... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/multi_modal/__init__.py | llama-index-core/llama_index/core/evaluation/multi_modal/__init__.py | """Multi-Modal Evaluation Modules."""
from llama_index.core.evaluation.multi_modal.faithfulness import (
MultiModalFaithfulnessEvaluator,
)
from llama_index.core.evaluation.multi_modal.relevancy import (
MultiModalRelevancyEvaluator,
)
__all__ = ["MultiModalRelevancyEvaluator", "MultiModalFaithfulnessEvaluato... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/multi_modal/relevancy.py | llama-index-core/llama_index/core/evaluation/multi_modal/relevancy.py | """Relevancy evaluation."""
from __future__ import annotations
from pathlib import Path
from typing import Any, List, Sequence, Union, Optional
from llama_index.core.evaluation.base import BaseEvaluator, EvaluationResult
from llama_index.core.prompts import BasePromptTemplate, PromptTemplate
from llama_index.core.pr... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/retrieval/metrics.py | llama-index-core/llama_index/core/evaluation/retrieval/metrics.py | import math
import os
from typing import Any, Callable, ClassVar, Dict, List, Literal, Optional, Type
import numpy as np
from llama_index.core.bridge.pydantic import Field, PrivateAttr
from llama_index.core.evaluation.retrieval.metrics_base import (
BaseRetrievalMetric,
RetrievalMetricResult,
)
from typing_ext... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/retrieval/metrics_base.py | llama-index-core/llama_index/core/evaluation/retrieval/metrics_base.py | from abc import ABC, abstractmethod
from typing import Any, ClassVar, Dict, List, Optional
from llama_index.core.bridge.pydantic import BaseModel, Field, ConfigDict
class RetrievalMetricResult(BaseModel):
"""
Metric result.
Attributes:
score (float): Score for the metric
metadata (Dict[s... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/retrieval/evaluator.py | llama-index-core/llama_index/core/evaluation/retrieval/evaluator.py | """Retrieval evaluators."""
from typing import List, Optional, Tuple
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.bridge.pydantic import Field, SerializeAsAny
from llama_index.core.evaluation.retrieval.base import (
BaseRetrievalEvaluator,
RetrievalEvalMode,
)
from llam... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/retrieval/__init__.py | llama-index-core/llama_index/core/evaluation/retrieval/__init__.py | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false | |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/evaluation/retrieval/base.py | llama-index-core/llama_index/core/evaluation/retrieval/base.py | """Base retrieval abstractions."""
import asyncio
from abc import abstractmethod
from enum import Enum
from typing import Any, Dict, List, Optional, Tuple
from llama_index.core.async_utils import asyncio_run
from llama_index.core.bridge.pydantic import BaseModel, Field, ConfigDict
from llama_index.core.evaluation.ret... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/embeddings/mock_embed_model.py | llama-index-core/llama_index/core/embeddings/mock_embed_model.py | """Mock embedding model."""
from typing import Any, List
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
from llama_index.core.schema import ImageType
class MockEmbedding(BaseEmbedding):
"""
Mock embedding.
Use... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/embeddings/pooling.py | llama-index-core/llama_index/core/embeddings/pooling.py | from enum import Enum
from typing import TYPE_CHECKING, Union, overload
import numpy as np
if TYPE_CHECKING:
import torch # pants: no-infer-dep
class Pooling(str, Enum):
"""Enum of possible pooling choices with pooling behaviors."""
CLS = "cls"
MEAN = "mean"
def __call__(self, array: np.ndarr... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/embeddings/multi_modal_base.py | llama-index-core/llama_index/core/embeddings/multi_modal_base.py | """Base embeddings file."""
import asyncio
from abc import abstractmethod
from typing import Coroutine, List, Tuple
from llama_index.core.base.embeddings.base import (
BaseEmbedding,
Embedding,
)
from llama_index.core.callbacks.schema import CBEventType, EventPayload
from llama_index.core.schema import ImageT... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/embeddings/utils.py | llama-index-core/llama_index/core/embeddings/utils.py | """Embedding utils for LlamaIndex."""
import os
from typing import TYPE_CHECKING, List, Optional, Union
if TYPE_CHECKING:
from llama_index.core.bridge.langchain import Embeddings as LCEmbeddings
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.callbacks import CallbackManager
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/embeddings/loading.py | llama-index-core/llama_index/core/embeddings/loading.py | from typing import Dict, Type
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.embeddings.mock_embed_model import MockEmbedding
RECOGNIZED_EMBEDDINGS: Dict[str, Type[BaseEmbedding]] = {
MockEmbedding.class_name(): MockEmbedding,
}
# conditionals for llama-cloud support
try:
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/embeddings/__init__.py | llama-index-core/llama_index/core/embeddings/__init__.py | from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.embeddings.mock_embed_model import MockEmbedding
from llama_index.core.embeddings.mock_embed_model import MockMultiModalEmbedding
from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
from llama_index.core.embed... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response/pprint_utils.py | llama-index-core/llama_index/core/response/pprint_utils.py | """Utils for pretty print."""
import textwrap
from pprint import pprint
from typing import Any, Dict
from llama_index.core.base.response.schema import Response
from llama_index.core.schema import NodeWithScore
from llama_index.core.utils import truncate_text
def pprint_metadata(metadata: Dict[str, Any]) -> None:
... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response/notebook_utils.py | llama-index-core/llama_index/core/response/notebook_utils.py | """Utils for jupyter notebook."""
import os
from io import BytesIO
from typing import Any, Dict, List, Tuple
import matplotlib.pyplot as plt
import requests
from IPython.display import Markdown, display
from llama_index.core.base.response.schema import Response
from llama_index.core.img_utils import b64_2_img
from ll... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response/utils.py | llama-index-core/llama_index/core/response/utils.py | """Utilities for response."""
from typing import AsyncGenerator, Generator
def get_response_text(response_gen: Generator) -> str:
"""Get response text."""
response_text = ""
for response in response_gen:
response_text += response
return response_text
async def aget_response_text(response_ge... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/response/__init__.py | llama-index-core/llama_index/core/response/__init__.py | from llama_index.core.base.response.schema import Response
__all__ = ["Response"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-core/llama_index/core/agent/utils.py | llama-index-core/llama_index/core/agent/utils.py | """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... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.