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get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-pinecone') get_ipython().sy...
VectorStoreIndex([], storage_context=storage_context)
llama_index.core.VectorStoreIndex
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().system('pip install llama-index') import pandas as pd pd.set_option("display.max...
HTMLNodeParser.from_defaults()
llama_index.core.node_parser.HTMLNodeParser.from_defaults
get_ipython().system('pip install llama-index-multi-modal-llms-anthropic') get_ipython().system('pip install llama-index-vector-stores-qdrant') get_ipython().system('pip install matplotlib') import os os.environ["ANTHROPIC_API_KEY"] = "" # Your ANTHROPIC API key here from PIL import Image import matplotlib.pyplo...
load_image_urls(image_urls)
llama_index.core.multi_modal_llms.generic_utils.load_image_urls
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().system('pip install llama-index') import pandas as pd pd.set_option("display.max...
SentenceSplitter(chunk_size=1024, chunk_overlap=0)
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-postprocessor-flag-embedding-reranker') get_ipython().system('pip install llama-index') get_ipython().system...
VectorStoreIndex.from_documents(documents=documents)
llama_index.core.VectorStoreIndex.from_documents
import sys from llama_index import download_loader BoardDocsReader =
download_loader( "BoardDocsReader", loader_hub_url=( "https://raw.githubusercontent.com/dweekly/llama-hub/boarddocs/llama_hub" )
llama_index.download_loader
import os print(os.listdir("./discord_dumps")) import json with open("./discord_dumps/help_channel_dump_05_25_23.json", "r") as f: data = json.load(f) print("JSON keys: ", data.keys(), "\n") print("Message Count: ", len(data["messages"]), "\n") print("Sample Message Keys: ", data["messages"][0].keys(), "\n") p...
Document(text=thread_text, id_=thread_id, metadata={"date": timestamp})
llama_index.core.Document
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' ...
SimpleDirectoryReader(input_dir="../data/paul_graham/")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-retrievers-bm25') import os import openai os.environ["OPENAI_API_KEY"] = "sk-..." openai.api_key = os.environ["OPENAI_API_KEY"] get_ipython().system("mkdir -p 'data/paul_graham/'") get...
display_response(response)
llama_index.core.response.notebook_utils.display_response
from llama_index.agent import OpenAIAgent import openai openai.api_key = "sk-api-key" from llama_index.tools.gmail.base import GmailToolSpec from llama_index.tools.google_calendar.base import GoogleCalendarToolSpec from llama_index.tools.google_search.base import GoogleSearchToolSpec gmail_tools = GmailToolSpec()....
GoogleCalendarToolSpec()
llama_index.tools.google_calendar.base.GoogleCalendarToolSpec
get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') from llama_index.core.agent import ( CustomSimpleAgentWorker, Task, AgentChatResponse, ) from typing import Dict, Any, List, Tuple, Optional from llama_index....
SQLDatabase(engine, include_tables=["city_stats"])
llama_index.core.SQLDatabase
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('mkdir data') get_ipython().system('wget --user-agent "Mozilla" "https://arxiv.org/pdf/2307.09288.pdf" -O "data/llama2.pdf"') from pathlib import Path f...
VectorStoreIndex(nodes)
llama_index.core.VectorStoreIndex
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-graph-stores-neo4j') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-azure-openai') import os os....
SentenceSplitter()
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() from llama_index.core import SimpleDirectoryReader, VectorStoreIndex from llama_index.llms.openai import OpenAI from llama_index.core.tools import Query...
VectorStoreIndex.from_documents(lyft_docs)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-extractors-marvin') from llama_index.core import SimpleDirectoryReader from llama_index.llms.openai import OpenAI from llama_index.core.node_parser import TokenTextSplitter from llama_inde...
Field(..., description="The name of the sports supplement")
llama_index.core.bridge.pydantic.Field
get_ipython().run_line_magic('pip', 'install llama-index-readers-dashvector') get_ipython().system('pip install llama-index') import logging import sys import os logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) api_key = os.enviro...
ListIndex.from_documents(documents)
llama_index.core.ListIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-chroma') get_ipython().system('pip install llama-index') import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) import os import getpass o...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
get_ipython().system('pip install llama-index') from llama_index.core import VectorStoreIndex, SimpleDirectoryReader from llama_index.core.postprocessor import ( PrevNextNodePostprocessor, AutoPrevNextNodePostprocessor, ) from llama_index.core.node_parser import SentenceSplitter from llama_index.core.storage....
Settings.node_parser.get_nodes_from_documents(documents)
llama_index.core.Settings.node_parser.get_nodes_from_documents
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-hub-llama-packs-tables-chain-of-table-base') get_ipython().system('wget "https://github.com/ppasupat/WikiTableQuestions/releases/download/v1.0.2/WikiTableQuestions-1.0.2-compact.zip" -O data.zip')...
ChainOfTableQueryEngine(df, llm=llm, verbose=True)
llama_index.packs.tables.chain_of_table.base.ChainOfTableQueryEngine
get_ipython().run_line_magic('pip', 'install llama-index-readers-web') get_ipython().run_line_magic('pip', 'install llama-index-callbacks-uptrain') get_ipython().run_line_magic('pip', 'install -q html2text llama-index pandas tqdm uptrain torch sentence-transformers') from llama_index.core import Settings, VectorStor...
CallbackManager([callback_handler])
llama_index.core.callbacks.CallbackManager
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('wget "https://github.com/ppasupat/WikiTableQuestions/releases/download/v1.0.2/WikiTableQuestions-1.0.2-compact.zip" -O data.zip') get_ipython().system('unzip data.zip') import pandas as pd from pathlib import Path data_dir...
FnComponent(fn=parse_response_to_sql)
llama_index.core.query_pipeline.FnComponent
get_ipython().run_line_magic('pip', 'install llama-index-finetuning-cross-encoders') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') get_ipython().system('pip install datasets --quiet') get_ipython().system('pip install sentence-transformers --q...
PairwiseComparisonEvaluator(llm=gpt4)
llama_index.core.evaluation.PairwiseComparisonEvaluator
from llama_index.core import SQLDatabase from sqlalchemy import ( create_engine, MetaData, Table, Column, String, Integer, select, column, ) engine = create_engine("sqlite:///chinook.db") sql_database = SQLDatabase(engine) from llama_index.core.query_pipeline import QueryPipeline g...
CallbackManager()
llama_index.core.callbacks.CallbackManager
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-cohere') get_ipython().run_line_magic('pip', 'install llama-index-llms-gemini') import nest_asyncio nest_asyncio.apply() get_ipython().system('pip install "google-generativeai" -q') ...
Gemini(model="models/gemini-pro", temperature=0)
llama_index.llms.gemini.Gemini
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') from llama_index.core import ( SimpleDirectoryReader, VectorStoreIndex, StorageContext, load_index_from_stor...
VectorStoreIndex.from_documents(documents)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-llms-konko') get_ipython().system('pip install llama-index') import os os.environ["KONKO_API_KEY"] = "<your-api-key>" from llama_index.llms.konko import Konko from llama_index.core.llms import ChatMessage llm =
Konko(model="meta-llama/llama-2-13b-chat")
llama_index.llms.konko.Konko
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-langchain') get_ipython().system('pip install llama-index') from langchain.chat_models import ChatAnyscale, ChatOpenAI from llama_index.llms.langchain import LangChainLLM from llama_...
OpenAI()
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import os import openai os.environ["OPENAI_API_KEY"] = "sk-..." from llama_index.embeddings.huggingface import H...
OpenAI(model="gpt-3.5-turbo-instruct", temperature=0.1)
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-weaviate') get_ipython().system('pip install llama-index') import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) import weaviate resour...
WeaviateVectorStore(weaviate_client=client)
llama_index.vector_stores.weaviate.WeaviateVectorStore
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-retrievers-bm25') import os import openai os.environ["OPENAI_API_KEY"] = "sk-..." openai.api_key = os.environ["OPENAI_API_KEY"] get_ipython().system("mkdir -p 'data/paul_graham/'") get...
VectorStoreIndex.from_documents(documents, transformations=[splitter])
llama_index.core.VectorStoreIndex.from_documents
import openai openai.api_key = "sk-you-key" from llama_index.agent import OpenAIAgent from llama_index.llms import OpenAI from llama_index.tools.zapier.base import ZapierToolSpec zapier_spec =
ZapierToolSpec(api_key="sk-ak-your-key")
llama_index.tools.zapier.base.ZapierToolSpec
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-multi-modal-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-qdrant') get_ipython().system('pip install llama-index qdrant_client pyMuPDF tools frontend g...
StorageContext.from_defaults(vector_store=llama_text_store)
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import os os.environ["OPENAI_API_KEY"] = "sk-..." from llama_index.embeddings.openai import Ope...
FunctionTool.from_defaults(fn=create_system_prompt)
llama_index.core.tools.FunctionTool.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-finetuning') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import nest_asyncio nest_asyncio.apply() get_ipython().system('pip install llama-index') get_ipython().system('pip install spacy') wiki_titles = [ "Toronto", "S...
SimpleNodeParser.from_defaults()
llama_index.core.node_parser.SimpleNodeParser.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-awadb') get_ipython().system('pip install llama-index') import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger()....
SimpleDirectoryReader("./data/paul_graham/")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') get_ipython().run_line_magic('load_ext', 'autoreload') get_ipython().run_line_magic('autoreload', '2') from llama_index....
QueryPlan.schema()
llama_index.core.tools.query_plan.QueryPlan.schema
get_ipython().run_line_magic('pip', 'install llama-index-llms-everlyai') get_ipython().system('pip install llama-index') from llama_index.llms.everlyai import EverlyAI from llama_index.core.llms import ChatMessage llm = EverlyAI(api_key="your-api-key") message = ChatMessage(role="user", content="Tell me a jok...
ChatMessage(role="user", content="Tell me a story in 250 words")
llama_index.core.llms.ChatMessage
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import json from typing import Sequence, List from llama_index.llms.openai import OpenAI from llama_index.core.llms import C...
OpenAI(temperature=0, model="gpt-3.5-turbo-0613")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import nest_asyncio nest_asyncio.apply() import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) from llama_index.core import VectorStoreIn...
PairwiseComparisonEvaluator(llm=gpt4)
llama_index.core.evaluation.PairwiseComparisonEvaluator
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') import os os.environ["OPENAI_API_KEY"] = "sk-..." get_ipython().system("mkdir -p 'data/'") get_ipython().system("curl 'https://arxiv.org/pdf/2307.09288.pdf' -o 'data/llama2.pdf'") get_ipython().system('pip install unstructured[pdf]') from ...
UnstructuredReader()
llama_index.readers.file.UnstructuredReader
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-tencentvectordb') get_ipython().system('pip install llama-index') get_ipython().system('pip install tcvectordb') from llama_index.core import ( VectorStoreIndex, SimpleDirectoryReader, StorageContext, ) from llama_index.vector_stor...
CollectionParams(dimension=1536, drop_exists=True)
llama_index.core.vector_stores.tencentvectordb.CollectionParams
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-lancedb') get_ipython().run_line_magic('pip', 'install llama-index-multi-modal-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-multi-modal-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-...
LanceDBVectorStore(uri="lancedb", table_name="text_collection")
llama_index.vector_stores.lancedb.LanceDBVectorStore
get_ipython().system('pip install llama-index') import openai import os os.environ["OPENAI_API_KEY"] = "YOUR_API_KEY" openai.api_key = os.environ["OPENAI_API_KEY"] from typing import Any, List from InstructorEmbedding import INSTRUCTOR from llama_index.core.bridge.pydantic import PrivateAttr from llama_index.c...
PrivateAttr()
llama_index.core.bridge.pydantic.PrivateAttr
import os os.environ["OPENAI_API_KEY"] = "sk-..." from llama_index.core import VectorStoreIndex, SimpleDirectoryReader from llama_index.core.postprocessor import ( FixedRecencyPostprocessor, EmbeddingRecencyPostprocessor, ) from llama_index.core.node_parser import SentenceSplitter from llama_index.core.stora...
StorageContext.from_defaults(docstore=docstore)
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-finetuning-cross-encoders') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') get_ipython().system('pip install datasets --quiet') get_ipython().system('pip install sentence-transformers --q...
PairwiseComparisonEvaluator(llm=gpt4)
llama_index.core.evaluation.PairwiseComparisonEvaluator
get_ipython().run_line_magic('pip', 'install llama-index-readers-psychic') get_ipython().system('pip install llama-index') import logging import sys import os logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) from llama_index.core ...
SummaryIndex.from_documents(documents)
llama_index.core.SummaryIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().system('pip install llama-index') import pandas as pd pd.set_option("display.max...
FlatReader()
llama_index.readers.file.FlatReader
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() get_ipython().system("wget 'https://raw.githubusercontent.com/jerryjliu/llama_index/main/examples/gatsby/gatsby_full.txt' -O 'gatsby_full.txt'") fro...
PromptTemplate(TREE_SUMMARIZE_PROMPT_TMPL)
llama_index.core.PromptTemplate
get_ipython().system('pip install llama-index-multi-modal-llms-anthropic') get_ipython().system('pip install llama-index-vector-stores-qdrant') get_ipython().system('pip install matplotlib') import os os.environ["ANTHROPIC_API_KEY"] = "" # Your ANTHROPIC API key here from PIL import Image import matplotlib.pyplo...
AnthropicMultiModal(max_tokens=300)
llama_index.multi_modal_llms.anthropic.AnthropicMultiModal
get_ipython().run_line_magic('pip', 'install llama-index-storage-docstore-redis') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-redis') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-readers-google') g...
SentenceSplitter()
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-indices-managed-colbert') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-qdrant') get_ipython().run_line_magic('pip', 'install llama-index-llms-gemini') get_ipython().r...
GoogleIndex.create_corpus(display_name="My first corpus!")
llama_index.indices.managed.google.GoogleIndex.create_corpus
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-supabase') get_ipython().system('pip install llama-index') from llama_index.agent.openai import OpenAIAssistantAgent agent = OpenAIAssistantAgent.from_new( name="Ma...
SupabaseVectorStore( postgres_connection_string=( "postgresql://<user>:<password>@<host>:<port>/<db_name>" )
llama_index.vector_stores.supabase.SupabaseVectorStore
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system("wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt' -O pg_essay.txt") from llama_index.core import SimpleDirec...
VectorStoreIndex.from_documents(documents)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-llms-gemini') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-google') get_ipython().run_line_magic('pip', 'install llama-index-indices-managed-google') get_ipython().run_line_magic('pip', 'install llama-index-response-synthesizers-google')...
genaix.list_corpora(client=client)
llama_index.core.vector_stores.google.generativeai.genai_extension.list_corpora
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('load_ext', 'autoreload') get_ipython().run_line_magic('aut...
OpenAI(model="gpt-3.5-turbo", temperature=0.1)
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-output-parsers-guardrails') get_ipython().system('pip install guardrails-ai') get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("wget 'https://raw.githubuserconten...
SimpleDirectoryReader("./data/paul_graham/")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-qdrant') get_ipython().run_line_magic('pip', 'install llama_index ftfy regex tqdm') get_ipython().run_line_magic('pip', 'install git+https://github.com/openai/CLIP.git') get_ipython().run_line_magic('pip', 'install torch torchvision') get_ipython(...
display_source_node(res_node, source_length=200)
llama_index.core.response.notebook_utils.display_source_node
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import os os.environ["OPENAI_API_KEY"] = "INSERT OPENAI KEY" import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) from llama_index.core import SimpleDirectoryReader, KnowledgeGraphIndex from llama_index.core...
SentenceSplitter()
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-multi-modal-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-qdrant') get_ipython().run_line_magic('pip', 'install llama_index ftfy regex tqdm') get_ipython().run_line_magic('pip', 'install git+https://github.com/openai/CLIP....
SimpleDirectoryReader("./mixed_wiki/")
llama_index.core.SimpleDirectoryReader
get_ipython().system('pip install llama-index') import os import openai os.environ["OPENAI_API_KEY"] = "sk-..." openai.api_key = os.environ["OPENAI_API_KEY"] import nltk nltk.download("stopwords") import llama_index.core import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) lo...
ExactMatchFilter(key="tag", value="target")
llama_index.core.vector_stores.ExactMatchFilter
get_ipython().run_line_magic('pip', 'install llama-index-readers-github') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-weaviate') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import nest_asyncio nest_asyncio.apply() import os os.environ["GITHUB_TOKEN"] = "" im...
SummaryIndex.from_documents([doc])
llama_index.core.indices.SummaryIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-azure-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-azure-openai') get_ipython().system('pip install llama-index') from llama_index.llms.azure_openai import AzureOpenAI from llama_index.embeddings.azure_openai import AzureO...
VectorStoreIndex.from_documents(documents)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-qdrant') get_ipython().system('pip install llama-index qdrant-client pypdf "transformers[torch]"') import os os.environ["OPENAI_API_KEY"] = "sk-..." get_ipython().system("mkdir -p 'data/'") get_ipython().system('wget --user-agent "Mozilla" "h...
SimpleDirectoryReader("./data/")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-readers-web') get_ipython().run_line_magic('pip', 'install llama-index-program-openai') import nest_asyncio nest_asyncio.apply() import os import openai os.environ["OPENAI_API_KEY"] = "YOUR_API_KEY" openai.api_key = os.getenv("OPENAI_API_KEY") from pydan...
IngestionPipeline(transformations=[node_parser, program_extractor])
llama_index.core.ingestion.IngestionPipeline
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-cohere') get_ipython().run_line_magic('pip', 'install llama-index-llms-gemini') get_ipython().system('pip install "google-generativeai" -q') import nest_asyncio nest_asyncio.apply() ...
OpenAI(temperature=0, model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-packs-rag-fusion-query-pipeline') get_ipython().system("wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul...
OpenAI(model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-jinaai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') get_ipython().system('pip install Pillow') import os jinaai_api_key = "YOUR_JINAAI_API_KEY" os.environ["JINAAI_API_...
SimpleDirectoryReader("./data/paul_graham/")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-extractors-entity') get_ipython().system('pip install llama-index') import os os.environ["OPENAI_API_KEY"] = "YOUR_API_KEY" from llama_index.extractors.entity import EntityExtractor f...
IngestionPipeline(transformations=transformations)
llama_index.core.ingestion.IngestionPipeline
get_ipython().system('pip install llama-index-multi-modal-llms-ollama') get_ipython().system('pip install llama-index-readers-file') get_ipython().system('pip install unstructured') get_ipython().system('pip install llama-index-embeddings-huggingface') get_ipython().system('pip install llama-index-vector-stores-qdrant'...
SimpleDirectoryReader("./restaurant_images")
llama_index.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-finetuning') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-finetuning-callbacks') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magi...
VectorStoreIndex(nodes=nodes)
llama_index.core.VectorStoreIndex
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-retrievers-bm25') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() import os import openai os.environ["OPENAI_API_KEY"] = "sk-..." openai.api_ke...
BM25Retriever.from_defaults(nodes=nodes, similarity_top_k=10)
llama_index.retrievers.bm25.BM25Retriever.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('load_ext', 'autoreload') get_ipython().run_line_magic('aut...
OpenAI(model="gpt-4")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-storage-docstore-mongodb') get_ipython().run_line_magic('pip', 'install llama-index-storage-index-store-mongodb') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import nest_asyncio nest_...
MongoDocumentStore.from_uri(uri=MONGO_URI)
llama_index.storage.docstore.mongodb.MongoDocumentStore.from_uri
get_ipython().run_line_magic('pip', 'install llama-index-multi-modal-llms-gemini') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-qdrant') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-gemini') get_ipython().run_line_magic('pip', 'install llama-index-llms-gemini') get_ipy...
PydanticOutputParser(output_class)
llama_index.core.output_parsers.PydanticOutputParser
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-multi-modal-llms-replicate') get_ipython().run_line_magic('load_ext', 'autoreload') get_ipython().run_line_magic('', 'autoreload 2') get_ipython().system('pip install unstructured') fro...
UnstructuredElementNodeParser()
llama_index.core.node_parser.UnstructuredElementNodeParser
get_ipython().run_line_magic('pip', 'install llama-index-llms-azure-openai') get_ipython().system('pip install llama-index') from IPython.display import Image Image(filename="./azure_playground.png") from IPython.display import Image Image(filename="./azure_env.png") import os os.environ["OPENAI_API_...
ChatMessage(role="user", content="Hello")
llama_index.core.llms.ChatMessage
import os import openai os.environ["OPENAI_API_KEY"] = "sk-..." openai.api_key = os.environ["OPENAI_API_KEY"] get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/p...
TreeSummarize(verbose=True, output_cls=Biography)
llama_index.core.response_synthesizers.TreeSummarize
get_ipython().run_line_magic('pip', 'install llama-index-packs-node-parser-semantic-chunking') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-hub-llama-packs-node-parser-semantic-chunking-base') from llama_index.core import SimpleDirecto...
display_source_node(n, source_length=20000)
llama_index.core.response.notebook_utils.display_source_node
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-chroma') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().system('pip install llama-index') from llama_index.core import VectorStoreIndex, SimpleDirectoryReader from llama_index.vector_stores.chr...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install rank-bm25 pymupdf') import nest_asyncio nest_asyncio.apply() get_ipython().system('mkdir data') get_ipython().system('wget --user-agent...
OpenAI(model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai-legacy') get_ipython().system('pip install llama-index') import json from typing import Sequence from llama_index.core.tools import BaseTool, FunctionTool def multiply(a: int, b: int) -> int: """Multiply two integers and returns the resul...
SimpleToolNodeMapping.from_objects(all_tools)
llama_index.core.objects.SimpleToolNodeMapping.from_objects
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') from llama_index.core.agent import ReActAgent from llama_index.llms.openai import OpenAI from llama_index.core.llms import ChatMessage from llama_index.core.tools import BaseTool, FunctionTool d...
OpenAI(model="gpt-4")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-extractors-entity') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() import os import openai os.environ["OPENAI_API_KEY"] = "YOUR_API_KEY_HERE" ...
QuestionsAnsweredExtractor(questions=3, llm=llm)
llama_index.core.extractors.QuestionsAnsweredExtractor
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import nest_asyncio nest_asyncio.apply() get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'da...
OpenAI(model="gpt-4", temperature=0.3)
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-storage-docstore-dynamodb') get_ipython().run_line_magic('pip', 'install llama-index-storage-index-store-dynamodb') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-dynamodb') get_ipython().run_line_magic('pip', 'install llama-index-llms-ope...
DynamoDBVectorStore.from_table_name(table_name=TABLE_NAME)
llama_index.vector_stores.dynamodb.DynamoDBVectorStore.from_table_name
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-bagel') from llama_index.core import VectorStoreIndex, SimpleDirectoryReader from llama_index.vector_stores.bagel import BagelVectorStore from llama_index.core import StorageContext from IPython.display import Markdown, display import bagel from...
BagelVectorStore(collection=collection)
llama_index.vector_stores.bagel.BagelVectorStore
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-extractors-entity') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() import os import openai os.environ["OPENAI_API_KEY"] = "YOUR_API_KEY_HERE" ...
OpenAI(temperature=0.1, model="gpt-3.5-turbo", max_tokens=512)
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-hub-llama-packs-agents-llm-compiler-step') get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import phoenix as px px.launch_app() import llama_index.core llama_index....
SentenceSplitter()
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-pinecone') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') get_ipython().system('mkdir data') get_ipy...
PromptTemplate( """\ Context information is below. --------------------- {context_str} --------------------- Given the context information and not prior knowledge, answer the query. Query: {query_str} Answer: \ """ )
llama_index.core.PromptTemplate
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-pinecone') get_ipython().sy...
WikipediaReader()
llama_index.readers.wikipedia.WikipediaReader
get_ipython().run_line_magic('pip', 'install llama-index-llms-konko') get_ipython().system('pip install llama-index') import os os.environ["KONKO_API_KEY"] = "<your-api-key>" from llama_index.llms.konko import Konko from llama_index.core.llms import ChatMessage llm = Konko(model="meta-llama/llama-2-13b-chat")...
Konko(model="phind/phind-codellama-34b-v2", max_tokens=100)
llama_index.llms.konko.Konko
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_grah...
OpenAI(model="gpt-3.5-turbo-1106", temperature=0.1)
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import json from typing import Sequence, List from llama_index.llms.openai import OpenAI from llama_index.core.llms import C...
OpenAIAgent.from_tools(tools, llm=llm, verbose=True)
llama_index.agent.openai.OpenAIAgent.from_tools
import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) from llama_index.core import VectorStoreIndex, SimpleDirectoryReader get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("wget 'https:/...
SimpleDirectoryReader("./data/paul_graham")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-program-lmformatenforcer') get_ipython().run_line_magic('pip', 'install llama-index-llms-llama-cpp') get_ipython().system('pip install llama-index lm-format-enforcer llama-cpp-python') import sys from pydantic import BaseModel, Field from typing import List ...
LlamaCPP()
llama_index.llms.llama_cpp.LlamaCPP
get_ipython().system('pip install llama-index') import os import openai os.environ["OPENAI_API_KEY"] = "sk-..." openai.api_key = os.environ["OPENAI_API_KEY"] import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout...
DatasetGenerator.from_documents(documents)
llama_index.core.evaluation.DatasetGenerator.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') from llama_index.core.agent import ReActAgent from llama_index.llms.openai import OpenAI from llama_index.core.llms import ChatMessage from llama_index.core.tools import BaseTool, FunctionTool d...
ReActAgent.from_tools([multiply_tool, add_tool], llm=llm, verbose=True)
llama_index.core.agent.ReActAgent.from_tools
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-milvus') get_ipython().system(' pip install llama-index') import logging import sys from llama_index.core import VectorStoreIndex, SimpleDirectoryReader, Document from llama_index.vector_stores.milvus import MilvusVectorStore from IPython.disp...
MilvusVectorStore(overwrite=False)
llama_index.vector_stores.milvus.MilvusVectorStore
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('load_ext', 'autoreload') get_ipython().run_line_magic('aut...
SentenceSplitter()
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('mkdir data') get_ipython().system('wget --user-agent "Mozilla" "https://arxiv.org/pdf/2307.09288.pdf" -O "data/llama2.pdf"') from pathlib import Path f...
OpenAI(model="gpt-4")
llama_index.llms.openai.OpenAI