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-packs/llama-index-packs-nebulagraph-query-engine/llama_index/packs/nebulagraph_query_engine/base.py | llama-index-packs/llama-index-packs-nebulagraph-query-engine/llama_index/packs/nebulagraph_query_engine/base.py | """NebulaGraph Query Engine Pack."""
import os
from enum import Enum
from typing import Any, Dict, List, Optional
from llama_index.core import (
KnowledgeGraphIndex,
QueryBundle,
Settings,
StorageContext,
VectorStoreIndex,
get_response_synthesizer,
)
from llama_index.core.llama_pack.base impor... | 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-packs/llama-index-packs-streamlit-chatbot/tests/test_packs_streamlit_chatbot.py | llama-index-packs/llama-index-packs-streamlit-chatbot/tests/test_packs_streamlit_chatbot.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.streamlit_chatbot import StreamlitChatPack
def test_class():
names_of_base_classes = [b.__name__ for b in StreamlitChatPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-streamlit-chatbot/tests/__init__.py | llama-index-packs/llama-index-packs-streamlit-chatbot/tests/__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-packs/llama-index-packs-streamlit-chatbot/llama_index/packs/streamlit_chatbot/__init__.py | llama-index-packs/llama-index-packs-streamlit-chatbot/llama_index/packs/streamlit_chatbot/__init__.py | from llama_index.packs.streamlit_chatbot.base import StreamlitChatPack
__all__ = ["StreamlitChatPack"]
| 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-packs/llama-index-packs-streamlit-chatbot/llama_index/packs/streamlit_chatbot/base.py | llama-index-packs/llama-index-packs-streamlit-chatbot/llama_index/packs/streamlit_chatbot/base.py | import asyncio
from typing import Any, Dict
from llama_index.core import (
Settings,
VectorStoreIndex,
)
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.llms.openai import OpenAI
from llama_index.readers.wikipedia import WikipediaReader
# Create a new event loop
loop = asyncio.new_... | 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-packs/llama-index-packs-panel-chatbot/tests/__init__.py | llama-index-packs/llama-index-packs-panel-chatbot/tests/__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-packs/llama-index-packs-panel-chatbot/tests/test_packs_panel_chatbot.py | llama-index-packs/llama-index-packs-panel-chatbot/tests/test_packs_panel_chatbot.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.panel_chatbot import PanelChatPack
def test_class():
names_of_base_classes = [b.__name__ for b in PanelChatPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-panel-chatbot/llama_index/packs/panel_chatbot/__init__.py | llama-index-packs/llama-index-packs-panel-chatbot/llama_index/packs/panel_chatbot/__init__.py | from llama_index.packs.panel_chatbot.base import PanelChatPack
__all__ = ["PanelChatPack"]
| 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-packs/llama-index-packs-panel-chatbot/llama_index/packs/panel_chatbot/base.py | llama-index-packs/llama-index-packs-panel-chatbot/llama_index/packs/panel_chatbot/base.py | """Provides the PanelChatPack."""
import os
from typing import Any, Dict
from llama_index.core.llama_pack.base import BaseLlamaPack
ENVIRONMENT_VARIABLES = [
"GITHUB_TOKEN",
"OPENAI_API_KEY",
]
class PanelChatPack(BaseLlamaPack):
"""Panel chatbot pack."""
def get_modules(self) -> Dict[str, Any]:
... | 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-packs/llama-index-packs-panel-chatbot/llama_index/packs/panel_chatbot/app.py | llama-index-packs/llama-index-packs-panel-chatbot/llama_index/packs/panel_chatbot/app.py | """Provides a ChatBot UI for a Github Repository. Powered by Llama Index and Panel."""
import os
import pickle
from pathlib import Path
import nest_asyncio
import panel as pn
import param
from llama_index.core import VectorStoreIndex
from llama_index.readers.github import GithubClient, GithubRepositoryReader
# neede... | 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-packs/llama-index-packs-diff-private-simple-dataset/tests/test_packs_diff_private_examples_gen.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/tests/test_packs_diff_private_examples_gen.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.diff_private_simple_dataset import DiffPrivateSimpleDatasetPack
def test_class():
names_of_base_classes = [b.__name__ for b in DiffPrivateSimpleDatasetPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-diff-private-simple-dataset/tests/__init__.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/tests/__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-packs/llama-index-packs-diff-private-simple-dataset/tests/test_templates.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/tests/test_templates.py | from llama_index.core.llama_dataset.simple import (
LabelledSimpleDataExample,
)
from llama_index.packs.diff_private_simple_dataset.templates import (
few_shot_completion_template,
single_example_template,
)
from llama_index.packs.diff_private_simple_dataset.base import PromptBundle
from functools import re... | 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-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/_download_raw_symptom_2_disease_data.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/_download_raw_symptom_2_disease_data.py | """Download the raw Symptom2Disease csv file."""
import os
from llama_index.core.download.utils import get_file_content
from pathlib import Path
DATASET_DROPBOX_LINK = "https://www.dropbox.com/scl/fi/2edfoyaimxds21yylqqpv/Symptom2Disease.csv?rlkey=1pj586zloa7np3klgxn7z1qwh&dl=1"
def download_dataset_from_dropbox()... | 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-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/_create_symptom_2_disease_simple_dataset.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/_create_symptom_2_disease_simple_dataset.py | """Creates a `LabelledSimpleDataset` version of the Symptom2Dataset."""
import os
import pandas as pd
from llama_index.core.llama_dataset.simple import (
LabelledSimpleDataExample,
LabelledSimpleDataset,
)
from llama_index.core.llama_dataset.base import CreatedBy, CreatedByType
from sklearn.model_selection imp... | 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-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/main.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/main.py | import llama_index.core.instrumentation as instrument
from llama_index.core.llama_dataset.simple import LabelledSimpleDataset
from llama_index.packs.diff_private_simple_dataset.base import PromptBundle
from llama_index.packs.diff_private_simple_dataset import DiffPrivateSimpleDatasetPack
from llama_index.llms.openai im... | 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-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/event_handler.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/event_handler.py | from typing import Dict
from llama_index.core.instrumentation.event_handlers import BaseEventHandler
from llama_index.packs.diff_private_simple_dataset.events import (
SyntheticExampleStartEvent,
SyntheticExampleEndEvent,
LLMEmptyResponseEvent,
EmptyIntersectionEvent,
)
import json
class TooManyProble... | 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-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/__init__.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/examples/symptom_2_disease/__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-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/templates.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/templates.py | from llama_index.core import PromptTemplate
ZERO_SHOT_COMPLETION_TEMPLATE = (
"{instruction}\n{label_heading}: {label}\n{text_heading}: {synthetic_text}"
)
zero_shot_completion_template = PromptTemplate(ZERO_SHOT_COMPLETION_TEMPLATE)
SINGLE_EXAMPLE_TEMPLATE = (
"{label_heading}: {example_label}\n{text_heading... | 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-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/events.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/events.py | from typing import List
from llama_index.core.instrumentation.events import BaseEvent
class LLMEmptyResponseEvent(BaseEvent):
@classmethod
def class_name(cls):
"""Class name."""
return "LLMEmptyResponseEvent"
class EmptyIntersectionEvent(BaseEvent):
public_tokens: List[str]
private_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-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/__init__.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/__init__.py | from llama_index.packs.diff_private_simple_dataset.base import (
DiffPrivateSimpleDatasetPack,
)
__all__ = ["DiffPrivateSimpleDatasetPack"]
| 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-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/base.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/base.py | import asyncio
import math
import numpy as np
import random
import tqdm
from functools import reduce
from typing import Any, List, Dict, Sequence, Union, Coroutine, Iterable
from llama_index.core.async_utils import asyncio_module
from llama_index.core.bridge.pydantic import BaseModel, Field
from llama_index.core.llms ... | 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-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/privacy_mechanism.py | llama-index-packs/llama-index-packs-diff-private-simple-dataset/llama_index/packs/diff_private_simple_dataset/privacy_mechanism.py | from enum import Enum
class PrivacyMechanism(str, Enum):
"""Enum for available privacy mechanism."""
EXPONENTIAL = "exponential"
GAUSSIAN = "gaussian"
| 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-packs/llama-index-packs-raptor/tests_llamadev_ignore/__init__.py | llama-index-packs/llama-index-packs-raptor/tests_llamadev_ignore/__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-packs/llama-index-packs-raptor/tests_llamadev_ignore/test_packs_raptor.py | llama-index-packs/llama-index-packs-raptor/tests_llamadev_ignore/test_packs_raptor.py | from llama_index.core import Document, MockEmbedding
from llama_index.core.llms import MockLLM
from llama_index.packs.raptor.base import RaptorRetriever
def test_raptor() -> None:
retriever = RaptorRetriever(
[
Document(text="one"),
Document(text="two"),
Document(text="... | 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-packs/llama-index-packs-raptor/llama_index/packs/raptor/clustering.py | llama-index-packs/llama-index-packs-raptor/llama_index/packs/raptor/clustering.py | """
Minorly tweaked from https://github.com/parthsarthi03/raptor/blob/master/raptor/cluster_tree_builder.py.
Full credits to the original authors!
"""
import numpy as np
import random
import umap
from sklearn.mixture import GaussianMixture
from typing import Dict, List, Optional, Callable
from llama_index.core impor... | 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-packs/llama-index-packs-raptor/llama_index/packs/raptor/__init__.py | llama-index-packs/llama-index-packs-raptor/llama_index/packs/raptor/__init__.py | from llama_index.packs.raptor.base import RaptorPack, RaptorRetriever
__all__ = ["RaptorPack", "RaptorRetriever"]
| 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-packs/llama-index-packs-raptor/llama_index/packs/raptor/base.py | llama-index-packs/llama-index-packs-raptor/llama_index/packs/raptor/base.py | from typing import Any, Dict, List, Optional
import asyncio
from enum import Enum
from llama_index.core import (
StorageContext,
VectorStoreIndex,
get_response_synthesizer,
load_index_from_storage,
)
from llama_index.core.base.response.schema import Response
from llama_index.core.base.base_retriever 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-packs/llama-index-packs-code-hierarchy/tests/test_query_engine.py | llama-index-packs/llama-index-packs-code-hierarchy/tests/test_query_engine.py | """Test CodeHierarchyNodeParser reading itself."""
from typing import Sequence
import pytest
from llama_index.core import SimpleDirectoryReader
from pytest import fixture
from llama_index.packs.code_hierarchy import CodeHierarchyNodeParser
from llama_index.core.text_splitter import CodeSplitter
from pathlib import Pa... | 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-packs/llama-index-packs-code-hierarchy/tests/conftest.py | llama-index-packs/llama-index-packs-code-hierarchy/tests/conftest.py | # needed for pants to detect the tree-sitter-language-pack dependency
import tree_sitter_language_pack # 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-packs/llama-index-packs-code-hierarchy/tests/__init__.py | llama-index-packs/llama-index-packs-code-hierarchy/tests/__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-packs/llama-index-packs-code-hierarchy/tests/test_utility_methods.py | llama-index-packs/llama-index-packs-code-hierarchy/tests/test_utility_methods.py | import pytest
from llama_index.packs.code_hierarchy import CodeHierarchyNodeParser
def test_space_indentation() -> None:
text = """\
def function():
print("First level of indentation")
if True:
print("Second level of indentation")
"""
(
indent_char,
count_per_indent,
fi... | 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-packs/llama-index-packs-code-hierarchy/tests/test_code_parse_nodes_special_characters.py | llama-index-packs/llama-index-packs-code-hierarchy/tests/test_code_parse_nodes_special_characters.py | """Test CodeHierarchyNodeParser with a special character on the code."""
from typing import List
from llama_index.packs.code_hierarchy import CodeHierarchyNodeParser
from llama_index.core.schema import TextNode
def test_special_character() -> None:
"""Test case for code splitting using python and add a special ... | 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-packs/llama-index-packs-code-hierarchy/tests/test_code_hierarchy_no_skeleton.py | llama-index-packs/llama-index-packs-code-hierarchy/tests/test_code_hierarchy_no_skeleton.py | """Test CodeHierarchyNodeParser with skeleton option set to False."""
import os
from typing import List, cast
from llama_index.packs.code_hierarchy import CodeHierarchyNodeParser
from llama_index.core.schema import NodeRelationship, RelatedNodeInfo, TextNode
def test_python_code_splitter() -> None:
"""Test case... | 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-packs/llama-index-packs-code-hierarchy/tests/test_code_hierarchy_with_skeleton.py | llama-index-packs/llama-index-packs-code-hierarchy/tests/test_code_hierarchy_with_skeleton.py | """Test CodeHierarchyNodeParser with skeleton option set to False."""
import os
from typing import List, cast
from llama_index.packs.code_hierarchy import CodeHierarchyNodeParser
from llama_index.core.schema import NodeRelationship, RelatedNodeInfo, TextNode
def test_python_code_splitter() -> None:
"""Test case... | 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-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/code_hierarchy.py | llama-index-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/code_hierarchy.py | import os
from collections import defaultdict
from enum import Enum
from tree_sitter import Node
from typing import Any, Dict, List, Optional, Sequence, Tuple
from llama_index.core.bridge.pydantic import BaseModel, Field
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.extractors.met... | python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | true |
run-llama/llama_index | https://github.com/run-llama/llama_index/blob/dd5b31109cc8eb64411caf9fc1fa0f51e584c325/llama-index-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/__init__.py | llama-index-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/__init__.py | from llama_index.packs.code_hierarchy.base import CodeHierarchyAgentPack
from llama_index.packs.code_hierarchy.code_hierarchy import CodeHierarchyNodeParser
from llama_index.packs.code_hierarchy.query_engine import (
CodeHierarchyKeywordQueryEngine,
)
__all__ = [
"CodeHierarchyAgentPack",
"CodeHierarchyNod... | 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-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/base.py | llama-index-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/base.py | from typing import Any, Dict, List
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.core.schema import BaseNode
from llama_index.llms.openai import OpenAI
from llama_index.core.tools import QueryEngineTool
from llama_index.core.async_utils... | 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-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/query_engine.py | llama-index-packs/llama-index-packs-code-hierarchy/llama_index/packs/code_hierarchy/query_engine.py | from pathlib import Path
import re
from typing import Any, Dict, Sequence, Optional, Set, Tuple, TYPE_CHECKING
if TYPE_CHECKING:
from llama_index.core.langchain_helpers.agents import LlamaIndexTool
from llama_index.core.query_engine import CustomQueryEngine
from llama_index.core.schema import BaseNode
from llama_... | 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-packs/llama-index-packs-llama-dataset-metadata/tests/test_packs_llama_dataset_metadata.py | llama-index-packs/llama-index-packs-llama-dataset-metadata/tests/test_packs_llama_dataset_metadata.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.llama_dataset_metadata import LlamaDatasetMetadataPack
def test_class():
names_of_base_classes = [b.__name__ for b in LlamaDatasetMetadataPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-llama-dataset-metadata/tests/__init__.py | llama-index-packs/llama-index-packs-llama-dataset-metadata/tests/__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-packs/llama-index-packs-llama-dataset-metadata/llama_index/packs/llama_dataset_metadata/__init__.py | llama-index-packs/llama-index-packs-llama-dataset-metadata/llama_index/packs/llama_dataset_metadata/__init__.py | from llama_index.packs.llama_dataset_metadata.base import LlamaDatasetMetadataPack
__all__ = ["LlamaDatasetMetadataPack"]
| 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-packs/llama-index-packs-llama-dataset-metadata/llama_index/packs/llama_dataset_metadata/base.py | llama-index-packs/llama-index-packs-llama-dataset-metadata/llama_index/packs/llama_dataset_metadata/base.py | import json
from typing import List, Optional, TYPE_CHECKING
import pandas as pd
from llama_index.core.bridge.pydantic import BaseModel
from llama_index.core.download.module import LLAMA_HUB_URL
from llama_index.core.download.utils import get_file_content
from llama_index.core.indices.base import BaseIndex
from llama_... | 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-packs/llama-index-packs-raft-dataset/tests/test_packs_raft_dataset.py | llama-index-packs/llama-index-packs-raft-dataset/tests/test_packs_raft_dataset.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.raft_dataset import RAFTDatasetPack
def test_class():
names_of_base_classes = [b.__name__ for b in RAFTDatasetPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-raft-dataset/tests/__init__.py | llama-index-packs/llama-index-packs-raft-dataset/tests/__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-packs/llama-index-packs-raft-dataset/llama_index/packs/raft_dataset/__init__.py | llama-index-packs/llama-index-packs-raft-dataset/llama_index/packs/raft_dataset/__init__.py | from llama_index.packs.raft_dataset.base import RAFTDatasetPack
__all__ = ["RAFTDatasetPack"]
| 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-packs/llama-index-packs-raft-dataset/llama_index/packs/raft_dataset/base.py | llama-index-packs/llama-index-packs-raft-dataset/llama_index/packs/raft_dataset/base.py | """RAFT Dataset LlamaPack class."""
# Inspired from https://github.com/ShishirPatil/gorilla/tree/main/raft
from typing import Any, List
import random
import logging
import warnings
from datasets import Dataset
# Configure logging to output to the console, with messages of level DEBUG and above
logger = logging.getL... | 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-packs/llama-index-packs-fusion-retriever/tests/test_packs_fusion_retriever.py | llama-index-packs/llama-index-packs-fusion-retriever/tests/test_packs_fusion_retriever.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.fusion_retriever import (
HybridFusionRetrieverPack,
QueryRewritingRetrieverPack,
)
def test_class():
names_of_base_classes = [b.__name__ for b in HybridFusionRetrieverPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_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-packs/llama-index-packs-fusion-retriever/tests/__init__.py | llama-index-packs/llama-index-packs-fusion-retriever/tests/__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-packs/llama-index-packs-fusion-retriever/examples/hybrid_fusion/example.py | llama-index-packs/llama-index-packs-fusion-retriever/examples/hybrid_fusion/example.py | # Required Environment Variables: OPENAI_API_KEY
from llama_index.core.llama_pack import download_llama_pack
from llama_index.core import SimpleDirectoryReader
# download and install dependencies
HybridFusionRetrieverPack = download_llama_pack(
"HybridFusionRetrieverPack", "./hybrid_fusion_pack"
)
# load documen... | 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-packs/llama-index-packs-fusion-retriever/examples/query_rewrite/example.py | llama-index-packs/llama-index-packs-fusion-retriever/examples/query_rewrite/example.py | # Required Environment Variables: OPENAI_API_KEY
from llama_index.core.llama_pack import download_llama_pack
from llama_index.core import SimpleDirectoryReader
# download and install dependencies
QueryRewritingRetrieverPack = download_llama_pack(
"QueryRewritingRetrieverPack", "./query_rewriting_pack"
)
# load d... | 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-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/__init__.py | llama-index-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/__init__.py | from llama_index.packs.fusion_retriever.hybrid_fusion.base import (
HybridFusionRetrieverPack,
)
from llama_index.packs.fusion_retriever.query_rewrite.base import (
QueryRewritingRetrieverPack,
)
__all__ = ["HybridFusionRetrieverPack", "QueryRewritingRetrieverPack"]
| 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-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/hybrid_fusion/__init__.py | llama-index-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/hybrid_fusion/__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-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/hybrid_fusion/base.py | llama-index-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/hybrid_fusion/base.py | """Hybrid Fusion Retriever Pack."""
import os
from typing import Any, Dict, List
from llama_index.core import Settings
from llama_index.core.indices.vector_store import VectorStoreIndex
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.query_engine import RetrieverQueryEngine
from llama... | 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-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/query_rewrite/__init__.py | llama-index-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/query_rewrite/__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-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/query_rewrite/base.py | llama-index-packs/llama-index-packs-fusion-retriever/llama_index/packs/fusion_retriever/query_rewrite/base.py | """Query Rewriting Retriever Pack."""
from typing import Any, Dict, List
from llama_index.core import Settings
from llama_index.core.indices.vector_store import VectorStoreIndex
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.query_engine import RetrieverQueryEngine
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-packs/llama-index-packs-recursive-retriever/tests/test_packs_recursive_retriever.py | llama-index-packs/llama-index-packs-recursive-retriever/tests/test_packs_recursive_retriever.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.recursive_retriever import (
EmbeddedTablesUnstructuredRetrieverPack,
RecursiveRetrieverSmallToBigPack,
)
def test_class():
names_of_base_classes = [
b.__name__ for b in EmbeddedTablesUnstructuredRetrieverPack.__mro__
... | 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-packs/llama-index-packs-recursive-retriever/tests/__init__.py | llama-index-packs/llama-index-packs-recursive-retriever/tests/__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-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/__init__.py | llama-index-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/__init__.py | from llama_index.packs.recursive_retriever.embedded_tables_unstructured.base import (
EmbeddedTablesUnstructuredRetrieverPack,
)
from llama_index.packs.recursive_retriever.small_to_big.base import (
RecursiveRetrieverSmallToBigPack,
)
__all__ = [
"EmbeddedTablesUnstructuredRetrieverPack",
"RecursiveRet... | 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-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/embedded_tables_unstructured/__init__.py | llama-index-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/embedded_tables_unstructured/__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-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/embedded_tables_unstructured/base.py | llama-index-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/embedded_tables_unstructured/base.py | """Embedded Tables Retriever w/ Unstructured.IO."""
import os
import pickle
from pathlib import Path
from typing import Any, Dict, Optional
from llama_index.core import VectorStoreIndex
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.node_parser import UnstructuredElementNodeParser
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-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/small_to_big/__init__.py | llama-index-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/small_to_big/__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-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/small_to_big/base.py | llama-index-packs/llama-index-packs-recursive-retriever/llama_index/packs/recursive_retriever/small_to_big/base.py | """Recursive retriever (with node references)."""
from typing import Any, Dict, List
from llama_index.core import Settings, VectorStoreIndex
from llama_index.core.embeddings.utils import resolve_embed_model
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.node_parser import SentenceSpl... | 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-packs/llama-index-packs-auto-merging-retriever/tests/__init__.py | llama-index-packs/llama-index-packs-auto-merging-retriever/tests/__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-packs/llama-index-packs-auto-merging-retriever/tests/test_packs_auto_merging_retriever.py | llama-index-packs/llama-index-packs-auto-merging-retriever/tests/test_packs_auto_merging_retriever.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.auto_merging_retriever import AutoMergingRetrieverPack
def test_class():
names_of_base_classes = [b.__name__ for b in AutoMergingRetrieverPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-auto-merging-retriever/examples/example.py | llama-index-packs/llama-index-packs-auto-merging-retriever/examples/example.py | from pathlib import Path
from llama_index.readers.file.docs import PDFReader
from llama_index.packs.auto_merging_retriever import AutoMergingRetrieverPack
# get documents from any data loader
loader = PDFReader()
document_path = Path("./data/101.pdf") # replace with your own document
documents = loader.load_data(file... | 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-packs/llama-index-packs-auto-merging-retriever/llama_index/packs/auto_merging_retriever/__init__.py | llama-index-packs/llama-index-packs-auto-merging-retriever/llama_index/packs/auto_merging_retriever/__init__.py | from llama_index.packs.auto_merging_retriever.base import AutoMergingRetrieverPack
__all__ = ["AutoMergingRetrieverPack"]
| 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-packs/llama-index-packs-auto-merging-retriever/llama_index/packs/auto_merging_retriever/base.py | llama-index-packs/llama-index-packs-auto-merging-retriever/llama_index/packs/auto_merging_retriever/base.py | """Auto Merging Retriever."""
from typing import Any, Dict, List
from llama_index.core import VectorStoreIndex
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.node_parser import (
HierarchicalNodeParser,
get_leaf_nodes,
)
from llama_index.core.query_engine import RetrieverQuer... | 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-packs/llama-index-packs-fuzzy-citation/tests/test_packs_fuzzy_citation.py | llama-index-packs/llama-index-packs-fuzzy-citation/tests/test_packs_fuzzy_citation.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.fuzzy_citation import FuzzyCitationEnginePack
def test_class():
names_of_base_classes = [b.__name__ for b in FuzzyCitationEnginePack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-fuzzy-citation/tests/__init__.py | llama-index-packs/llama-index-packs-fuzzy-citation/tests/__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-packs/llama-index-packs-fuzzy-citation/llama_index/packs/fuzzy_citation/__init__.py | llama-index-packs/llama-index-packs-fuzzy-citation/llama_index/packs/fuzzy_citation/__init__.py | from llama_index.packs.fuzzy_citation.base import FuzzyCitationEnginePack
__all__ = ["FuzzyCitationEnginePack"]
| 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-packs/llama-index-packs-fuzzy-citation/llama_index/packs/fuzzy_citation/base.py | llama-index-packs/llama-index-packs-fuzzy-citation/llama_index/packs/fuzzy_citation/base.py | from collections import defaultdict
from typing import Any, Dict
from llama_index.core.base.response.schema import RESPONSE_TYPE
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.node_parser.text.utils import split_by_sentence_tokenizer
from llama_index.core.query_engine import BaseQuery... | 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-packs/llama-index-packs-llama-guard-moderator/tests/test_packs_llama_guard_moderator.py | llama-index-packs/llama-index-packs-llama-guard-moderator/tests/test_packs_llama_guard_moderator.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.llama_guard_moderator import LlamaGuardModeratorPack
def test_class():
names_of_base_classes = [b.__name__ for b in LlamaGuardModeratorPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-llama-guard-moderator/tests/__init__.py | llama-index-packs/llama-index-packs-llama-guard-moderator/tests/__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-packs/llama-index-packs-llama-guard-moderator/llama_index/packs/llama_guard_moderator/__init__.py | llama-index-packs/llama-index-packs-llama-guard-moderator/llama_index/packs/llama_guard_moderator/__init__.py | from llama_index.packs.llama_guard_moderator.base import LlamaGuardModeratorPack
__all__ = ["LlamaGuardModeratorPack"]
| 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-packs/llama-index-packs-llama-guard-moderator/llama_index/packs/llama_guard_moderator/base.py | llama-index-packs/llama-index-packs-llama-guard-moderator/llama_index/packs/llama_guard_moderator/base.py | """LlamaPack class."""
from typing import Any, Dict
from llama_index.core.llama_pack.base import BaseLlamaPack
DEFAULT_TAXONOMY = """01: Violence and Hate.
Should not
- Help people plan or engage in violence.
- Encourage people to engage in violence.
- Express hateful, derogatory, or demeaning sentiments against peo... | 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-packs/llama-index-packs-self-discover/tests/test_packs_self_discover.py | llama-index-packs/llama-index-packs-self-discover/tests/test_packs_self_discover.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.self_discover import SelfDiscoverPack
def test_class():
names_of_base_classes = [b.__name__ for b in SelfDiscoverPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-self-discover/tests/__init__.py | llama-index-packs/llama-index-packs-self-discover/tests/__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-packs/llama-index-packs-self-discover/llama_index/packs/self_discover/__init__.py | llama-index-packs/llama-index-packs-self-discover/llama_index/packs/self_discover/__init__.py | from llama_index.packs.self_discover.base import SelfDiscoverPack
__all__ = ["SelfDiscoverPack"]
| 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-packs/llama-index-packs-self-discover/llama_index/packs/self_discover/base.py | llama-index-packs/llama-index-packs-self-discover/llama_index/packs/self_discover/base.py | from typing import Any, Dict, Optional
from llama_index.core.async_utils import asyncio_run
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.prompts import PromptTemplate
from llama_index.core.llms import LLM
from llama_index.core.workflow import (
Workflow,
StartEvent,
Stop... | 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-packs/llama-index-packs-rag-evaluator/tests/__init__.py | llama-index-packs/llama-index-packs-rag-evaluator/tests/__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-packs/llama-index-packs-rag-evaluator/tests/test_packs_rag_evaluator.py | llama-index-packs/llama-index-packs-rag-evaluator/tests/test_packs_rag_evaluator.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.rag_evaluator import RagEvaluatorPack
def test_class():
names_of_base_classes = [b.__name__ for b in RagEvaluatorPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-rag-evaluator/examples/example.py | llama-index-packs/llama-index-packs-rag-evaluator/examples/example.py | # Required Environment Variables: OPENAI_API_KEY
from llama_index.core import VectorStoreIndex
from llama_index.core.llama_dataset import download_llama_dataset
from llama_index.packs.rag_evaluator import RagEvaluatorPack
# download a LabelledRagDataset from llama-hub
rag_dataset, documents = download_llama_dataset(
... | 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-packs/llama-index-packs-rag-evaluator/llama_index/packs/rag_evaluator/__init__.py | llama-index-packs/llama-index-packs-rag-evaluator/llama_index/packs/rag_evaluator/__init__.py | from llama_index.packs.rag_evaluator.base import RagEvaluatorPack
__all__ = ["RagEvaluatorPack"]
| 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-packs/llama-index-packs-rag-evaluator/llama_index/packs/rag_evaluator/base.py | llama-index-packs/llama-index-packs-rag-evaluator/llama_index/packs/rag_evaluator/base.py | import asyncio
import json
import time
import warnings
from collections import deque
from typing import Any, List, Optional
import os
from pathlib import Path
import pandas as pd
import tqdm
from llama_index.core.evaluation import (
CorrectnessEvaluator,
EvaluationResult,
FaithfulnessEvaluator,
Relevan... | 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-packs/llama-index-packs-zephyr-query-engine/tests/__init__.py | llama-index-packs/llama-index-packs-zephyr-query-engine/tests/__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-packs/llama-index-packs-zephyr-query-engine/tests/test_packs_zephyr_query_engine.py | llama-index-packs/llama-index-packs-zephyr-query-engine/tests/test_packs_zephyr_query_engine.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.zephyr_query_engine import ZephyrQueryEnginePack
def test_class():
names_of_base_classes = [b.__name__ for b in ZephyrQueryEnginePack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-zephyr-query-engine/llama_index/packs/zephyr_query_engine/__init__.py | llama-index-packs/llama-index-packs-zephyr-query-engine/llama_index/packs/zephyr_query_engine/__init__.py | from llama_index.packs.zephyr_query_engine.base import ZephyrQueryEnginePack
__all__ = ["ZephyrQueryEnginePack"]
| 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-packs/llama-index-packs-zephyr-query-engine/llama_index/packs/zephyr_query_engine/base.py | llama-index-packs/llama-index-packs-zephyr-query-engine/llama_index/packs/zephyr_query_engine/base.py | """LlamaPack class."""
from typing import Any, Dict, List
from llama_index.core import Settings, VectorStoreIndex, set_global_tokenizer
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.prompts import PromptTemplate
from llama_index.core.schema import Document
from llama_index.llms.hugg... | 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-packs/llama-index-packs-multidoc-autoretrieval/tests/test_packs_multidoc_autoretrieval.py | llama-index-packs/llama-index-packs-multidoc-autoretrieval/tests/test_packs_multidoc_autoretrieval.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.multidoc_autoretrieval import MultiDocAutoRetrieverPack
def test_class():
names_of_base_classes = [b.__name__ for b in MultiDocAutoRetrieverPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-multidoc-autoretrieval/tests/__init__.py | llama-index-packs/llama-index-packs-multidoc-autoretrieval/tests/__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-packs/llama-index-packs-multidoc-autoretrieval/llama_index/packs/multidoc_autoretrieval/__init__.py | llama-index-packs/llama-index-packs-multidoc-autoretrieval/llama_index/packs/multidoc_autoretrieval/__init__.py | from llama_index.packs.multidoc_autoretrieval.base import MultiDocAutoRetrieverPack
__all__ = ["MultiDocAutoRetrieverPack"]
| 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-packs/llama-index-packs-multidoc-autoretrieval/llama_index/packs/multidoc_autoretrieval/base.py | llama-index-packs/llama-index-packs-multidoc-autoretrieval/llama_index/packs/multidoc_autoretrieval/base.py | """Multidoc Autoretriever."""
from typing import Any, Dict, List, Optional, cast
from llama_index.core import VectorStoreIndex
from llama_index.core.indices.query.schema import QueryBundle
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.query_engine import RetrieverQueryEngine
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-packs/llama-index-packs-multi-tenancy-rag/tests/test_packs_multi_tenancy_rag.py | llama-index-packs/llama-index-packs-multi-tenancy-rag/tests/test_packs_multi_tenancy_rag.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.multi_tenancy_rag import MultiTenancyRAGPack
def test_class():
names_of_base_classes = [b.__name__ for b in MultiTenancyRAGPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-multi-tenancy-rag/tests/__init__.py | llama-index-packs/llama-index-packs-multi-tenancy-rag/tests/__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-packs/llama-index-packs-multi-tenancy-rag/llama_index/packs/multi_tenancy_rag/__init__.py | llama-index-packs/llama-index-packs-multi-tenancy-rag/llama_index/packs/multi_tenancy_rag/__init__.py | from llama_index.packs.multi_tenancy_rag.base import MultiTenancyRAGPack
__all__ = ["MultiTenancyRAGPack"]
| 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-packs/llama-index-packs-multi-tenancy-rag/llama_index/packs/multi_tenancy_rag/base.py | llama-index-packs/llama-index-packs-multi-tenancy-rag/llama_index/packs/multi_tenancy_rag/base.py | from typing import Any, Dict, List
from llama_index.core import Settings, VectorStoreIndex, get_response_synthesizer
from llama_index.core.ingestion import IngestionPipeline
from llama_index.core.llama_pack.base import BaseLlamaPack
from llama_index.core.query_engine import RetrieverQueryEngine
from llama_index.core.r... | 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-packs/llama-index-packs-ragatouille-retriever/tests/__init__.py | llama-index-packs/llama-index-packs-ragatouille-retriever/tests/__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-packs/llama-index-packs-ragatouille-retriever/tests/test_packs_ragatouille_retriever.py | llama-index-packs/llama-index-packs-ragatouille-retriever/tests/test_packs_ragatouille_retriever.py | from llama_index.core.llama_pack import BaseLlamaPack
from llama_index.packs.ragatouille_retriever import RAGatouilleRetrieverPack
def test_class():
names_of_base_classes = [b.__name__ for b in RAGatouilleRetrieverPack.__mro__]
assert BaseLlamaPack.__name__ in names_of_base_classes
| 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-packs/llama-index-packs-ragatouille-retriever/llama_index/packs/ragatouille_retriever/__init__.py | llama-index-packs/llama-index-packs-ragatouille-retriever/llama_index/packs/ragatouille_retriever/__init__.py | from llama_index.packs.ragatouille_retriever.base import RAGatouilleRetrieverPack
__all__ = ["RAGatouilleRetrieverPack"]
| python | MIT | dd5b31109cc8eb64411caf9fc1fa0f51e584c325 | 2026-01-04T14:39:40.052063Z | false |
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