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get_ipython().run_line_magic('pip', 'install llama-index-program-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-llama-api') get_ipython().system('pip install llama-index') from llama_index.llms.llama_api import LlamaAPI api_key = "LL-your-key" llm = LlamaAPI(api_key=api_key) resp = l...
ChatMessage(role="user", content="What is your name")
llama_index.core.llms.ChatMessage
import os from getpass import getpass if os.getenv("OPENAI_API_KEY") is None: os.environ["OPENAI_API_KEY"] = getpass( "Paste your OpenAI key from:" " https://platform.openai.com/account/api-keys\n" ) assert os.getenv("OPENAI_API_KEY", "").startswith( "sk-" ), "This doesn't look like a valid...
SimpleWebPageReader()
llama_index.readers.web.SimpleWebPageReader
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-web') get_ipython().run_line_magic('pip', 'install llama-index-readers-papers') get_ipython().system('pip install llama_index transformers wikipedia html2text pyvis') import loggin...
SimpleGraphStore()
llama_index.core.graph_stores.SimpleGraphStore
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_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'") im...
OpenAI(output_parser=output_parser)
llama_index.llms.openai.OpenAI
get_ipython().system('pip install llama-index-llms-dashscope') get_ipython().run_line_magic('env', 'DASHSCOPE_API_KEY=YOUR_DASHSCOPE_API_KEY') import os os.environ["DASHSCOPE_API_KEY"] = "YOUR_DASHSCOPE_API_KEY" from llama_index.llms.dashscope import DashScope, DashScopeGenerationModels dashscope_llm = DashSc...
ChatMessage(role=MessageRole.ASSISTANT, content=resp.message.content)
llama_index.core.base.llms.types.ChatMessage
get_ipython().system('pip install llama-index llama-hub') import nest_asyncio nest_asyncio.apply() get_ipython().system('wget "https://www.dropbox.com/s/f6bmb19xdg0xedm/paul_graham_essay.txt?dl=1" -O paul_graham_essay.txt') from llama_index.core import SimpleDirectoryReader from llama_index.core.node_parser imp...
SimpleNodeParser.from_defaults()
llama_index.core.node_parser.SimpleNodeParser.from_defaults
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('pip install llama-index') import nest_asyncio nest_asyncio.apply() import os os.environ["OPENAI_API_KEY"] = "sk-..." from llama_index.llms....
SummaryIndex(nodes, storage_context=storage_context)
llama_index.core.SummaryIndex
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-postprocessor-cohere-rerank') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_...
UnstructuredReader()
llama_index.readers.file.UnstructuredReader
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-metal') 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 from llam...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai pandas[jinja2] spacy') 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 ( TreeIndex, VectorStoreInde...
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-vector-stores-weaviate') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() import logging import sys from llama_index.core import SimpleDirectoryR...
IndexNode(text=wiki_summary, index_id=wiki_title)
llama_index.core.schema.IndexNode
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') import nest_asyncio nest_asyncio.apply() get_ipython().system('mkdir data && wget --user-agent "Mozilla" "https://arxiv.org/pdf/2307.09288.pdf" -O "data/llama2.pdf"') ge...
OpenAI(model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
get_ipython().system('pip install llama-index') get_ipython().system('pip install wget') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-azureaisearch') get_ipython().run_line_magic('pip', 'install azure-search-documents==11.4.0') get_ipython().run_line_magic('llama-index-embeddings-azure-openai'...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
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...
QueryPipelineAgentWorker(qp)
llama_index.core.agent.QueryPipelineAgentWorker
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...
Document(text=paper["paper"])
llama_index.core.Document
get_ipython().system('pip install -U llama-index-multi-modal-llms-dashscope') get_ipython().run_line_magic('env', 'DASHSCOPE_API_KEY=YOUR_DASHSCOPE_API_KEY') from llama_index.multi_modal_llms.dashscope import ( DashScopeMultiModal, DashScopeMultiModalModels, ) from llama_index.core.multi_modal_llms.gener...
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-llms-huggingface') 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)) from llama_index.core import Vec...
VectorStoreIndex.from_documents(documents)
llama_index.core.VectorStoreIndex.from_documents
import openai openai.api_key = "sk-your-key" from llama_index.agent import OpenAIAgent from llama_index.tools.tool_spec.load_and_search.base import LoadAndSearchToolSpec from llama_index.tools.google_search.base import GoogleSearchToolSpec google_spec =
GoogleSearchToolSpec(key="your-key", engine="your-engine")
llama_index.tools.google_search.base.GoogleSearchToolSpec
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....
PydanticOutputParser(output_cls=ResponseEval)
llama_index.core.output_parsers.PydanticOutputParser
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().handlers = [] logging.getLogger().addHandler(lo...
PydanticSingleSelector.from_defaults(llm=llm)
llama_index.core.selectors.PydanticSingleSelector.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-finetuning') get_ipython().run_line_magic('pip', 'install llama-index-finetuning-callbacks') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') from llama_index.core import ( SimpleDirectoryReader, VectorStoreIndex, StorageContex...
OpenAI(model="gpt-3.5-turbo-0613")
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-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...
StorageContext.from_defaults()
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-faiss') 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 faiss d = 1536 fais...
load_index_from_storage(storage_context=storage_context)
llama_index.core.load_index_from_storage
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-pinecone') get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().sy...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-myscale') 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)) from os import environ im...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
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 ...
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-vector-stores-postgres') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-llms-llama-cpp') from lla...
RetrieverQueryEngine.from_args(retriever, llm=llm)
llama_index.core.query_engine.RetrieverQueryEngine.from_args
get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') 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...
OpenAI(model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') 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...
OpenAI(model="gpt-3.5-turbo", temperature=0.3)
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().system('pip install llama-index') import time import nest_asyncio nest_asyncio.apply() import os os.environ["OPENAI_API_KEY"] = "[YOUR_API_KEY]" from llama_index.core import VectorStoreIndex, download_loader from llama...
VectorStoreIndex(documents, use_async=True)
llama_index.core.VectorStoreIndex
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().system('pip install llama-index') from llama_index.core import ( SimpleDirectoryReader, VectorStoreIndex, StorageContext, load_index_from_storage, ) from llama_index.core.tools import QueryEngineTool, ToolMetadata...
load_index_from_storage(storage_context)
llama_index.core.load_index_from_storage
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 VectorStoreInde...
QueryBundle(query_str)
llama_index.core.QueryBundle
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-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') import nest_asyncio nest_asyncio.apply() import os os.environ["OPENAI_API_KEY"] = "sk-..." from llama_index.llms....
VectorStoreIndex(nodes, storage_context=storage_context)
llama_index.core.VectorStoreIndex
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...
OpenAI(model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index llama-index-vector-stores-qdrant -q') import nest_asyncio nest_asyncio.apply() get_ipython().system('mkdir data') get_ipython().system('wget "https://arxiv.org/pdf/2402.09353.pdf" -O "./data/dorav1.pdf"') from llama_index.llms.openai import OpenAI llm = ...
SimpleDirectoryReader(input_dir="./data")
llama_index.core.SimpleDirectoryReader
get_ipython().system('pip install llama-index') get_ipython().system('pip install llama-index-core') get_ipython().system('pip install --quiet transformers torch') get_ipython().system('pip install llama-index-embeddings-openai') get_ipython().system('pip install llama-index-llms-openai') get_ipython().system('pip inst...
SimpleDirectoryReader("./data/paul_graham/")
llama_index.core.SimpleDirectoryReader
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'...
display_source_node(text_node, source_length=200)
llama_index.core.response.notebook_utils.display_source_node
get_ipython().run_line_magic('pip', 'install llama-index-llms-anthropic') 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-lla...
VectorStoreIndex.from_documents(data)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-docarray') get_ipython().system('pip install llama-index') import os import sys import logging import textwrap import warnings warnings.filterwarnings("ignore") os.environ["TOKENIZERS_PARALLELISM"] = "false" from llama_index.core import ( ...
ExactMatchFilter(key="theme", value="Mafia")
llama_index.core.vector_stores.ExactMatchFilter
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('pip install llama-index') import nest_asyncio nest_asyncio.apply() import os os.environ["OPENAI_API_KEY"] = "sk-..." from llama_index.llms....
LLMSingleSelector.from_defaults()
llama_index.core.selectors.LLMSingleSelector.from_defaults
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 import ( SimpleDirectoryReader, VectorStoreIndex, StorageContext, load_index_from_storage, ) from llama_index....
VectorStoreIndex.from_documents(march_docs)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') 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...
CorrectnessEvaluator(llm=ft_llm)
llama_index.core.evaluation.CorrectnessEvaluator
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...
OpenAI(model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') 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...
CallbackManager([finetuning_handler])
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-readers-web') get_ipython().run_line_magic('pip', 'install llama-index-multi-modal-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-tools-metaphor') get_ipython().syste...
OpenAIMultiModal(model="gpt-4-vision-preview", max_new_tokens=1000)
llama_index.multi_modal_llms.openai.OpenAIMultiModal
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' ...
VectorStoreIndex.from_documents(data)
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-llms-cohere') get_ipython().system('pip install llama-index') from llama_index.llms.cohere import Cohere api_key = "Your api key" resp = Cohere(api_key=api_key).complete("Paul Graham is "...
Cohere(api_key=api_key)
llama_index.llms.cohere.Cohere
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...
QdrantVectorStore(client=client, collection_name="collection")
llama_index.vector_stores.qdrant.QdrantVectorStore
get_ipython().run_line_magic('', 'pip install llama-index-llms-groq') get_ipython().system('pip install llama-index') from llama_index.llms.groq import Groq llm =
Groq(model="mixtral-8x7b-32768", api_key="your_api_key")
llama_index.llms.groq.Groq
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-pinecone') get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().sy...
TextNode( text=( "Elon Musk is a business magnate, industrial designer, and" " engineer. He is the founder, CEO, and lead designer of SpaceX," " Tesla, Inc., Neuralink, and The Boring Company." )
llama_index.core.schema.TextNode
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-epsilla') get_ipython().system('pip/pip3 install pyepsilla') get_ipython().system('pip install llama-index') import logging import sys from llama_index.core import SimpleDirectoryReader, Document, StorageContext from llama_index.core import...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import camelot from llama_index.core import VectorStoreIndex from llama_index.core.query_engine i...
VectorStoreIndex(doc_nodes + df_nodes)
llama_index.core.VectorStoreIndex
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.delete_corpus(corpus_id=corpus_id, client=client)
llama_index.core.vector_stores.google.generativeai.genai_extension.delete_corpus
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....
ServiceContext.from_defaults(llm=llm)
llama_index.core.ServiceContext.from_defaults
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'...
ImageDocument(image_path="./shanghai.jpg")
llama_index.core.schema.ImageDocument
get_ipython().run_line_magic('pip', 'install llama-index-llms-portkey') get_ipython().system('pip install llama-index') get_ipython().system('pip install -U llama_index') get_ipython().system('pip install -U portkey-ai') from llama_index.llms.portkey import Portkey from llama_index.core.llms import ChatMessage imp...
ChatMessage(role="system", content="You are a helpful assistant")
llama_index.core.llms.ChatMessage
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().system('pip install llama-index') from llama_index.core import PromptTemplate text_qa_template_str = ( "Context information is" " below.\n---------------------\n{context_str}\n---------------------\nUsing" " both the ...
PromptTemplate(refine_template_str)
llama_index.core.PromptTemplate
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...
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-postprocessor-cohere-rerank') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('load_ext', 'autoreload') get_ipython().run_line_magic('aut...
SummaryIndex(retriever_nodes)
llama_index.core.SummaryIndex
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-indices-managed-vectara') get_ipython().system('pip install llama-index') import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandl...
TextNode( text=( "A cowboy doll is profoundly threatened and jealous when a new spaceman action " + "figure supplants him as top toy in a boy's bedroom." )
llama_index.core.schema.TextNode
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_...
PromptTemplate("Hi, Which NFL team have most Super Bowl wins")
llama_index.core.PromptTemplate
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.core.response.pprint_utils import pprint_response from llama_index....
VectorStoreIndex.from_documents(march_2022)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-postprocessor-cohere-rerank') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import phoenix as px px.launch_app() import llama_index.core llama_index.core.set...
load_index_from_storage(storage_context, index_id="vector_index")
llama_index.core.load_index_from_storage
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-txtai') 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 txtai txtai_index =...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
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....
Field(default=10)
llama_index.core.bridge.pydantic.Field
import openai openai.api_key = "sk-key" from llama_index.agent import OpenAIAgent from llama_index.tools.code_interpreter.base import CodeInterpreterToolSpec code_spec = CodeInterpreterToolSpec() tools = code_spec.to_tool_list() agent =
OpenAIAgent.from_tools(tools, verbose=True)
llama_index.agent.OpenAIAgent.from_tools
get_ipython().system('pip install llama-index') get_ipython().system('pip install duckdb') get_ipython().system('pip install llama-index-vector-stores-duckdb') from llama_index.core import VectorStoreIndex, SimpleDirectoryReader from llama_index.vector_stores.duckdb import DuckDBVectorStore from llama_index.core i...
DuckDBVectorStore.from_local("./persist/pg.duckdb")
llama_index.vector_stores.duckdb.DuckDBVectorStore.from_local
get_ipython().run_line_magic('pip', 'install llama-index-llms-sagemaker-endpoint') get_ipython().system(' pip install llama-index') ENDPOINT_NAME = "<-YOUR-ENDPOINT-NAME->" from llama_index.llms.sagemaker_endpoint import SageMakerLLM AWS_ACCESS_KEY_ID = "<-YOUR-AWS-ACCESS-KEY-ID->" AWS_SECRET_ACCESS_KEY = "<-...
ChatMessage(role="user", content="What is your name")
llama_index.core.llms.ChatMessage
get_ipython().run_line_magic('pip', 'install llama-index-readers-elasticsearch') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-opensearch') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-ollama') get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("w...
OpensearchVectorStore(client)
llama_index.vector_stores.opensearch.OpensearchVectorStore
get_ipython().run_line_magic('pip', 'install llama-index-finetuning') get_ipython().run_line_magic('pip', 'install llama-index-finetuning-callbacks') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') from llama_index.core import ( SimpleDirectoryReader, VectorStoreIndex, StorageContex...
OpenAI(model="gpt-4-0613", temperature=0.3)
llama_index.llms.openai.OpenAI
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-vector-stores-elasticsearch') 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 get...
TextNode( text=( "A bunch of scientists bring back dinosaurs and mayhem breaks" " loose" )
llama_index.core.schema.TextNode
get_ipython().run_line_magic('pip', 'install llama-index-llms-ollama') get_ipython().system('pip install llama-index') from llama_index.llms.ollama import Ollama llm = Ollama(model="llama2", request_timeout=30.0) resp = llm.complete("Who is Paul Graham?") print(resp) from llama_index.core.llms import ChatM...
ChatMessage(role="user", content="What is your name")
llama_index.core.llms.ChatMessage
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-qdrant') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-huggingface') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-chroma') get_ipython().system('pip install llama-index') get_ipython().system('pip...
StorageContext.from_defaults(vector_store=vector_store)
llama_index.core.StorageContext.from_defaults
get_ipython().run_line_magic('pip', 'install llama-index-readers-elasticsearch') get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-opensearch') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-ollama') get_ipython().system("mkdir -p 'data/paul_graham/'") get_ipython().system("w...
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-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...
SimpleDirectoryReader("./data/paul_graham/")
llama_index.core.SimpleDirectoryReader
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...
PyMuPDFReader()
llama_index.readers.file.PyMuPDFReader
get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') import nest_asyncio nest_asyncio.apply() get_ipython().system('mkdir data && wget --user-agent "Mozilla" "https://arxiv.org/pdf/2307.09288.pdf" -O "data/llama2.pdf"') ge...
PromptTemplate(new_tmpl_str)
llama_index.core.PromptTemplate
get_ipython().run_line_magic('pip', 'install llama-index-readers-wikipedia') get_ipython().system('pip install llama-index llama-hub') from llama_index.readers.wikipedia import WikipediaReader loader =
WikipediaReader()
llama_index.readers.wikipedia.WikipediaReader
get_ipython().run_line_magic('pip', 'install llama-index-evaluation-tonic-validate') import json import pandas as pd from llama_index.core import VectorStoreIndex, SimpleDirectoryReader from llama_index.evaluation.tonic_validate import ( AnswerConsistencyEvaluator, AnswerSimilarityEvaluator, Augmentation...
AugmentationAccuracyEvaluator()
llama_index.evaluation.tonic_validate.AugmentationAccuracyEvaluator
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 VectorStoreInde...
SimpleDirectoryReader("../../../examples/gatsby/data")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-readers-notion') import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) get_ipython().system('pip install llama-index') from llama_index.core import Sum...
SummaryIndex.from_documents(documents)
llama_index.core.SummaryIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-agent-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-postprocessor-cohere-rerank') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_...
SentenceSplitter()
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-llms-gradient') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') get_ipython().run_line_magic('pip', 'install llama-index-finetuning') get_ipython().system('pip instal...
CallbackManager([finetuning_handler])
llama_index.core.callbacks.CallbackManager
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="numbersstation/nsql-llama-2-7b", max_tokens=100)
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-readers-file') import nest_asyncio nest_asyncio.apply() get_ipython().system('mkdir data && wget --user-agent "Mozilla" "https://arxiv.org/pdf/2307.09288.pdf" -O "data/llama2.pdf"') ge...
SentenceSplitter(chunk_size=1024)
llama_index.core.node_parser.SentenceSplitter
get_ipython().run_line_magic('pip', 'install llama-index-llms-fireworks') get_ipython().run_line_magic('pip', 'install llama-index') from llama_index.llms.fireworks import Fireworks resp =
Fireworks()
llama_index.llms.fireworks.Fireworks
get_ipython().run_line_magic('pip', 'install llama-index-readers-pinecone') import logging import sys logging.basicConfig(stream=sys.stdout, level=logging.INFO) logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) api_key = "<api_key>" get_ipython().system('pip install llama-index') from l...
PineconeReader(api_key=api_key, environment="us-west1-gcp")
llama_index.readers.pinecone.PineconeReader
get_ipython().run_line_magic('pip', 'install llama-index-callbacks-wandb') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') import os from getpass import getpass if os.getenv("OPENAI_API_KEY") is None: os.environ["OPENAI_API_KEY"] = getpass( "Paste your OpenAI key from:" " h...
LlamaDebugHandler(print_trace_on_end=True)
llama_index.core.callbacks.LlamaDebugHandler
get_ipython().run_line_magic('pip', 'install llama-index-readers-make-com') 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)) from llama_index.core import Ve...
SimpleDirectoryReader("./data/paul_graham/")
llama_index.core.SimpleDirectoryReader
get_ipython().run_line_magic('pip', 'install llama-index-llms-anthropic') get_ipython().system('pip install llama-index') from llama_index.llms.anthropic import Anthropic from llama_index.core import Settings tokenizer = Anthropic().tokenizer Settings.tokenizer = tokenizer import os os.environ["ANTHROPIC_API_...
ChatMessage(role="user", content="Tell me a story")
llama_index.core.llms.ChatMessage
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...
QueryPipeline(verbose=True)
llama_index.core.query_pipeline.QueryPipeline
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 VectorStoreInde...
OpenAI(temperature=0, model="gpt-3.5-turbo")
llama_index.llms.openai.OpenAI
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-embeddings-openai') get_ipython().system('pip install llama-index') import pinecone import os api_key =...
PyMuPDFReader()
llama_index.readers.file.PyMuPDFReader
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-replicate') import os OPENAI_API_TOKEN = "sk-<your-openai-api-token>" os.environ["OPENAI_API_KEY"] = OPENAI_API_TOKEN REPLICATE_API_TOKEN = "" # Your Relicat...
SimpleDirectoryReader("./instagram_images")
llama_index.core.SimpleDirectoryReader
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' ...
VectorStoreIndex.from_documents(data)
llama_index.core.VectorStoreIndex.from_documents
get_ipython().run_line_magic('pip', 'install llama-index-embeddings-together') get_ipython().run_line_magic('pip', 'install llama-index-llms-openai') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().run_line_magic('pip', 'install llama-index-readers-file') domain = "docs.llam...
RetrieverQueryEngine(hybrid_retriever)
llama_index.core.query_engine.RetrieverQueryEngine
get_ipython().run_line_magic('pip', 'install llama-index-vector-stores-lantern') get_ipython().run_line_magic('pip', 'install llama-index-embeddings-openai') get_ipython().system('pip install psycopg2-binary llama-index asyncpg') from llama_index.core import SimpleDirectoryReader, StorageContext from llama_index.co...
OpenAIEmbedding(model="text-embedding-3-small")
llama_index.embeddings.openai.OpenAIEmbedding
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)) from llama_index.core import ( VectorStoreIndex, SimpleDirectoryReader, load_index_from_storage, ...
load_index_from_storage(sc, "vector_index")
llama_index.core.load_index_from_storage