LLamaIndex¶
[生态]LlamaHub (community library of data loaders): https://llamahub.ai
[生态]LlamaLab (cutting-edge AGI projects using LlamaIndex): https://github.com/run-llama/llama-lab
源码结构:
llama-index-core:
pip install llama-index-core
llama-index-integrations:
具体查看: https://llamahub.ai/
包含的分类:
Agents:
pip install llama-index-agent-xxx
例:
pip install llama-index-agent-openai
Data Loaders
pip install llama-index-readers-xxx
例:
pip install llama-index-readers-file
Embeddings
pip install llama-index-embeddings-xxx
例:
pip install llama-index-embeddings-huggingface
pip install llama-index-embeddings-openai
LLMs
pip install llama-index-llm-xxx
例:
pip install llama-index-llms-openai
pip install llama-index-llms-huggingface
multi-modal-llms
pip install llama-index-multi-modal-llms-xxx
例:
pip install llama-index-multi-modal-llms-openai
Vector Store
pip install llama-index-vector-stores-xxx
例:
pip install llama-index-vector-stores-chroma
Callbacks
pip install llama-index-callbacks-xxx
例:
pip install llama-index-callbacks-aim
...
llama-index-legacy
pip install llama-index-legacy
llama-index-networks
pip install llama-index-networks
llama-index-utils
包含:
llama-index-utils-qianfan
llama-index-utils-huggingface
llama-index-utils-azure
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Python 3591 66177 61223 281472
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Bourne Shell 3 8 9 42
SVG 1 0 0 18
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SUM: 6662 88531 329259 1099235
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pip install llama-index 默认安装:
llama-index-core
llama-index-legacy # temporarily included
llama-index-llms-openai
llama-index-embeddings-openai
llama-index-program-openai
llama-index-question-gen-openai
llama-index-agent-openai
llama-index-readers-file
llama-index-multi-modal-llms-openai
常用依赖:
llama-index-llms-ollama
llama-index-embeddings-huggingface