| Name | phidata JSON |
| Version |
2.7.10
JSON |
| download |
| home_page | None |
| Summary | Build multi-modal Agents with memory, knowledge and tools. |
| upload_time | 2025-01-27 14:27:54 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | <4,>=3.7 |
| license | Copyright (c) Phidata, Inc.
Mozilla Public License Version 2.0
==================================
1. Definitions
--------------
1.1. "Contributor"
means each individual or legal entity that creates, contributes to
the creation of, or owns Covered Software.
1.2. "Contributor Version"
means the combination of the Contributions of others (if any) used
by a Contributor and that particular Contributor's Contribution.
1.3. "Contribution"
means Covered Software of a particular Contributor.
1.4. "Covered Software"
means Source Code Form to which the initial Contributor has attached
the notice in Exhibit A, the Executable Form of such Source Code
Form, and Modifications of such Source Code Form, in each case
including portions thereof.
1.5. "Incompatible With Secondary Licenses"
means
(a) that the initial Contributor has attached the notice described
in Exhibit B to the Covered Software; or
(b) that the Covered Software was made available under the terms of
version 1.1 or earlier of the License, but not also under the
terms of a Secondary License.
1.6. "Executable Form"
means any form of the work other than Source Code Form.
1.7. "Larger Work"
means a work that combines Covered Software with other material, in
a separate file or files, that is not Covered Software.
1.8. "License"
means this document.
1.9. "Licensable"
means having the right to grant, to the maximum extent possible,
whether at the time of the initial grant or subsequently, any and
all of the rights conveyed by this License.
1.10. "Modifications"
means any of the following:
(a) any file in Source Code Form that results from an addition to,
deletion from, or modification of the contents of Covered
Software; or
(b) any new file in Source Code Form that contains any Covered
Software.
1.11. "Patent Claims" of a Contributor
means any patent claim(s), including without limitation, method,
process, and apparatus claims, in any patent Licensable by such
Contributor that would be infringed, but for the grant of the
License, by the making, using, selling, offering for sale, having
made, import, or transfer of either its Contributions or its
Contributor Version.
1.12. "Secondary License"
means either the GNU General Public License, Version 2.0, the GNU
Lesser General Public License, Version 2.1, the GNU Affero General
Public License, Version 3.0, or any later versions of those
licenses.
1.13. "Source Code Form"
means the form of the work preferred for making modifications.
1.14. "You" (or "Your")
means an individual or a legal entity exercising rights under this
License. For legal entities, "You" includes any entity that
controls, is controlled by, or is under common control with You. For
purposes of this definition, "control" means (a) the power, direct
or indirect, to cause the direction or management of such entity,
whether by contract or otherwise, or (b) ownership of more than
fifty percent (50%) of the outstanding shares or beneficial
ownership of such entity.
2. License Grants and Conditions
--------------------------------
2.1. Grants
Each Contributor hereby grants You a world-wide, royalty-free,
non-exclusive license:
(a) under intellectual property rights (other than patent or trademark)
Licensable by such Contributor to use, reproduce, make available,
modify, display, perform, distribute, and otherwise exploit its
Contributions, either on an unmodified basis, with Modifications, or
as part of a Larger Work; and
(b) under Patent Claims of such Contributor to make, use, sell, offer
for sale, have made, import, and otherwise transfer either its
Contributions or its Contributor Version.
2.2. Effective Date
The licenses granted in Section 2.1 with respect to any Contribution
become effective for each Contribution on the date the Contributor first
distributes such Contribution.
2.3. Limitations on Grant Scope
The licenses granted in this Section 2 are the only rights granted under
this License. No additional rights or licenses will be implied from the
distribution or licensing of Covered Software under this License.
Notwithstanding Section 2.1(b) above, no patent license is granted by a
Contributor:
(a) for any code that a Contributor has removed from Covered Software;
or
(b) for infringements caused by: (i) Your and any other third party's
modifications of Covered Software, or (ii) the combination of its
Contributions with other software (except as part of its Contributor
Version); or
(c) under Patent Claims infringed by Covered Software in the absence of
its Contributions.
This License does not grant any rights in the trademarks, service marks,
or logos of any Contributor (except as may be necessary to comply with
the notice requirements in Section 3.4).
2.4. Subsequent Licenses
No Contributor makes additional grants as a result of Your choice to
distribute the Covered Software under a subsequent version of this
License (see Section 10.2) or under the terms of a Secondary License (if
permitted under the terms of Section 3.3).
2.5. Representation
Each Contributor represents that the Contributor believes its
Contributions are its original creation(s) or it has sufficient rights
to grant the rights to its Contributions conveyed by this License.
2.6. Fair Use
This License is not intended to limit any rights You have under
applicable copyright doctrines of fair use, fair dealing, or other
equivalents.
2.7. Conditions
Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted
in Section 2.1.
3. Responsibilities
-------------------
3.1. Distribution of Source Form
All distribution of Covered Software in Source Code Form, including any
Modifications that You create or to which You contribute, must be under
the terms of this License. You must inform recipients that the Source
Code Form of the Covered Software is governed by the terms of this
License, and how they can obtain a copy of this License. You may not
attempt to alter or restrict the recipients' rights in the Source Code
Form.
3.2. Distribution of Executable Form
If You distribute Covered Software in Executable Form then:
(a) such Covered Software must also be made available in Source Code
Form, as described in Section 3.1, and You must inform recipients of
the Executable Form how they can obtain a copy of such Source Code
Form by reasonable means in a timely manner, at a charge no more
than the cost of distribution to the recipient; and
(b) You may distribute such Executable Form under the terms of this
License, or sublicense it under different terms, provided that the
license for the Executable Form does not attempt to limit or alter
the recipients' rights in the Source Code Form under this License.
3.3. Distribution of a Larger Work
You may create and distribute a Larger Work under terms of Your choice,
provided that You also comply with the requirements of this License for
the Covered Software. If the Larger Work is a combination of Covered
Software with a work governed by one or more Secondary Licenses, and the
Covered Software is not Incompatible With Secondary Licenses, this
License permits You to additionally distribute such Covered Software
under the terms of such Secondary License(s), so that the recipient of
the Larger Work may, at their option, further distribute the Covered
Software under the terms of either this License or such Secondary
License(s).
3.4. Notices
You may not remove or alter the substance of any license notices
(including copyright notices, patent notices, disclaimers of warranty,
or limitations of liability) contained within the Source Code Form of
the Covered Software, except that You may alter any license notices to
the extent required to remedy known factual inaccuracies.
3.5. Application of Additional Terms
You may choose to offer, and to charge a fee for, warranty, support,
indemnity or liability obligations to one or more recipients of Covered
Software. However, You may do so only on Your own behalf, and not on
behalf of any Contributor. You must make it absolutely clear that any
such warranty, support, indemnity, or liability obligation is offered by
You alone, and You hereby agree to indemnify every Contributor for any
liability incurred by such Contributor as a result of warranty, support,
indemnity or liability terms You offer. You may include additional
disclaimers of warranty and limitations of liability specific to any
jurisdiction.
4. Inability to Comply Due to Statute or Regulation
---------------------------------------------------
If it is impossible for You to comply with any of the terms of this
License with respect to some or all of the Covered Software due to
statute, judicial order, or regulation then You must: (a) comply with
the terms of this License to the maximum extent possible; and (b)
describe the limitations and the code they affect. Such description must
be placed in a text file included with all distributions of the Covered
Software under this License. Except to the extent prohibited by statute
or regulation, such description must be sufficiently detailed for a
recipient of ordinary skill to be able to understand it.
5. Termination
--------------
5.1. The rights granted under this License will terminate automatically
if You fail to comply with any of its terms. However, if You become
compliant, then the rights granted under this License from a particular
Contributor are reinstated (a) provisionally, unless and until such
Contributor explicitly and finally terminates Your grants, and (b) on an
ongoing basis, if such Contributor fails to notify You of the
non-compliance by some reasonable means prior to 60 days after You have
come back into compliance. Moreover, Your grants from a particular
Contributor are reinstated on an ongoing basis if such Contributor
notifies You of the non-compliance by some reasonable means, this is the
first time You have received notice of non-compliance with this License
from such Contributor, and You become compliant prior to 30 days after
Your receipt of the notice.
5.2. If You initiate litigation against any entity by asserting a patent
infringement claim (excluding declaratory judgment actions,
counter-claims, and cross-claims) alleging that a Contributor Version
directly or indirectly infringes any patent, then the rights granted to
You by any and all Contributors for the Covered Software under Section
2.1 of this License shall terminate.
5.3. In the event of termination under Sections 5.1 or 5.2 above, all
end user license agreements (excluding distributors and resellers) which
have been validly granted by You or Your distributors under this License
prior to termination shall survive termination.
************************************************************************
* *
* 6. Disclaimer of Warranty *
* ------------------------- *
* *
* Covered Software is provided under this License on an "as is" *
* basis, without warranty of any kind, either expressed, implied, or *
* statutory, including, without limitation, warranties that the *
* Covered Software is free of defects, merchantable, fit for a *
* particular purpose or non-infringing. The entire risk as to the *
* quality and performance of the Covered Software is with You. *
* Should any Covered Software prove defective in any respect, You *
* (not any Contributor) assume the cost of any necessary servicing, *
* repair, or correction. This disclaimer of warranty constitutes an *
* essential part of this License. No use of any Covered Software is *
* authorized under this License except under this disclaimer. *
* *
************************************************************************
************************************************************************
* *
* 7. Limitation of Liability *
* -------------------------- *
* *
* Under no circumstances and under no legal theory, whether tort *
* (including negligence), contract, or otherwise, shall any *
* Contributor, or anyone who distributes Covered Software as *
* permitted above, be liable to You for any direct, indirect, *
* special, incidental, or consequential damages of any character *
* including, without limitation, damages for lost profits, loss of *
* goodwill, work stoppage, computer failure or malfunction, or any *
* and all other commercial damages or losses, even if such party *
* shall have been informed of the possibility of such damages. This *
* limitation of liability shall not apply to liability for death or *
* personal injury resulting from such party's negligence to the *
* extent applicable law prohibits such limitation. Some *
* jurisdictions do not allow the exclusion or limitation of *
* incidental or consequential damages, so this exclusion and *
* limitation may not apply to You. *
* *
************************************************************************
8. Litigation
-------------
Any litigation relating to this License may be brought only in the
courts of a jurisdiction where the defendant maintains its principal
place of business and such litigation shall be governed by laws of that
jurisdiction, without reference to its conflict-of-law provisions.
Nothing in this Section shall prevent a party's ability to bring
cross-claims or counter-claims.
9. Miscellaneous
----------------
This License represents the complete agreement concerning the subject
matter hereof. If any provision of this License is held to be
unenforceable, such provision shall be reformed only to the extent
necessary to make it enforceable. Any law or regulation which provides
that the language of a contract shall be construed against the drafter
shall not be used to construe this License against a Contributor.
10. Versions of the License
---------------------------
10.1. New Versions
Mozilla Foundation is the license steward. Except as provided in Section
10.3, no one other than the license steward has the right to modify or
publish new versions of this License. Each version will be given a
distinguishing version number.
10.2. Effect of New Versions
You may distribute the Covered Software under the terms of the version
of the License under which You originally received the Covered Software,
or under the terms of any subsequent version published by the license
steward.
10.3. Modified Versions
If you create software not governed by this License, and you want to
create a new license for such software, you may create and use a
modified version of this License if you rename the license and remove
any references to the name of the license steward (except to note that
such modified license differs from this License).
10.4. Distributing Source Code Form that is Incompatible With Secondary
Licenses
If You choose to distribute Source Code Form that is Incompatible With
Secondary Licenses under the terms of this version of the License, the
notice described in Exhibit B of this License must be attached.
Exhibit A - Source Code Form License Notice
-------------------------------------------
This Source Code Form is subject to the terms of the Mozilla Public
License, v. 2.0. If a copy of the MPL was not distributed with this
file, You can obtain one at http://mozilla.org/MPL/2.0/.
If it is not possible or desirable to put the notice in a particular
file, then You may include the notice in a location (such as a LICENSE
file in a relevant directory) where a recipient would be likely to look
for such a notice.
You may add additional accurate notices of copyright ownership.
Exhibit B - "Incompatible With Secondary Licenses" Notice
---------------------------------------------------------
This Source Code Form is "Incompatible With Secondary Licenses", as
defined by the Mozilla Public License, v. 2.0.
|
| keywords |
|
| VCS |
|
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
<h1 align="center" id="top">
phidata
</h1>
<p align="center">
<a href="https://docs.phidata.com">
<img src="https://img.shields.io/badge/Read%20the%20Documentation-Click%20Here-green?style=for-the-badge&logo=read-the-docs" alt="Read the Docs">
</a>
</p>
<h3 align="center">
Build multi-modal Agents with memory, knowledge, tools and reasoning.
</h3>
<img
src="https://github.com/user-attachments/assets/44739d09-2ec4-49b7-bea1-b275afccc592"
style="border-radius: 8px;"
/>
## What is phidata?
**Phidata is a framework for building multi-modal agents**, use phidata to:
- **Build multi-modal agents with memory, knowledge, tools and reasoning.**
- **Build teams of agents that can work together to solve problems.**
- **Chat with your agents using a beautiful Agent UI.**
## Install
```shell
pip install -U phidata
```
## Key Features
- [Simple & Elegant](#simple--elegant)
- [Powerful & Flexible](#powerful--flexible)
- [Multi-Modal by default](#multi-modal-by-default)
- [Multi-Agent orchestration](#multi-agent-orchestration)
- [A beautiful Agent UI to chat with your agents](#a-beautiful-agent-ui-to-chat-with-your-agents)
- [Agentic RAG built-in](#agentic-rag)
- [Structured Outputs](#structured-outputs)
- [Reasoning Agents](#reasoning-agents-experimental)
- [Monitoring & Debugging built-in](#monitoring--debugging)
- [Demo Agents](#demo-agents)
## Simple & Elegant
Phidata Agents are simple and elegant, resulting in minimal, beautiful code.
For example, you can create a web search agent in 10 lines of code, create a file `web_search.py`
```python
from phi.agent import Agent
from phi.model.openai import OpenAIChat
from phi.tools.duckduckgo import DuckDuckGo
web_agent = Agent(
model=OpenAIChat(id="gpt-4o"),
tools=[DuckDuckGo()],
instructions=["Always include sources"],
show_tool_calls=True,
markdown=True,
)
web_agent.print_response("Tell me about OpenAI Sora?", stream=True)
```
Install libraries, export your `OPENAI_API_KEY` and run the Agent:
```shell
pip install phidata openai duckduckgo-search
export OPENAI_API_KEY=sk-xxxx
python web_search.py
```
## Powerful & Flexible
Phidata agents can use multiple tools and follow instructions to achieve complex tasks.
For example, you can create a finance agent with tools to query financial data, create a file `finance_agent.py`
```python
from phi.agent import Agent
from phi.model.openai import OpenAIChat
from phi.tools.yfinance import YFinanceTools
finance_agent = Agent(
name="Finance Agent",
model=OpenAIChat(id="gpt-4o"),
tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True)],
instructions=["Use tables to display data"],
show_tool_calls=True,
markdown=True,
)
finance_agent.print_response("Summarize analyst recommendations for NVDA", stream=True)
```
Install libraries and run the Agent:
```shell
pip install yfinance
python finance_agent.py
```
## Multi-Modal by default
Phidata agents support text, images, audio and video.
For example, you can create an image agent that can understand images and make tool calls as needed, create a file `image_agent.py`
```python
from phi.agent import Agent
from phi.model.openai import OpenAIChat
from phi.tools.duckduckgo import DuckDuckGo
agent = Agent(
model=OpenAIChat(id="gpt-4o"),
tools=[DuckDuckGo()],
markdown=True,
)
agent.print_response(
"Tell me about this image and give me the latest news about it.",
images=["https://upload.wikimedia.org/wikipedia/commons/b/bf/Krakow_-_Kosciol_Mariacki.jpg"],
stream=True,
)
```
Run the Agent:
```shell
python image_agent.py
```
## Multi-Agent orchestration
Phidata agents can work together as a team to achieve complex tasks, create a file `agent_team.py`
```python
from phi.agent import Agent
from phi.model.openai import OpenAIChat
from phi.tools.duckduckgo import DuckDuckGo
from phi.tools.yfinance import YFinanceTools
web_agent = Agent(
name="Web Agent",
role="Search the web for information",
model=OpenAIChat(id="gpt-4o"),
tools=[DuckDuckGo()],
instructions=["Always include sources"],
show_tool_calls=True,
markdown=True,
)
finance_agent = Agent(
name="Finance Agent",
role="Get financial data",
model=OpenAIChat(id="gpt-4o"),
tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True)],
instructions=["Use tables to display data"],
show_tool_calls=True,
markdown=True,
)
agent_team = Agent(
team=[web_agent, finance_agent],
model=OpenAIChat(id="gpt-4o"),
instructions=["Always include sources", "Use tables to display data"],
show_tool_calls=True,
markdown=True,
)
agent_team.print_response("Summarize analyst recommendations and share the latest news for NVDA", stream=True)
```
Run the Agent team:
```shell
python agent_team.py
```
## A beautiful Agent UI to chat with your agents
Phidata provides a beautiful UI for interacting with your agents. Let's take it for a spin, create a file `playground.py`
> [!NOTE]
> Phidata does not store any data, all agent data is stored locally in a sqlite database.
```python
from phi.agent import Agent
from phi.model.openai import OpenAIChat
from phi.storage.agent.sqlite import SqlAgentStorage
from phi.tools.duckduckgo import DuckDuckGo
from phi.tools.yfinance import YFinanceTools
from phi.playground import Playground, serve_playground_app
web_agent = Agent(
name="Web Agent",
model=OpenAIChat(id="gpt-4o"),
tools=[DuckDuckGo()],
instructions=["Always include sources"],
storage=SqlAgentStorage(table_name="web_agent", db_file="agents.db"),
add_history_to_messages=True,
markdown=True,
)
finance_agent = Agent(
name="Finance Agent",
model=OpenAIChat(id="gpt-4o"),
tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True)],
instructions=["Use tables to display data"],
storage=SqlAgentStorage(table_name="finance_agent", db_file="agents.db"),
add_history_to_messages=True,
markdown=True,
)
app = Playground(agents=[finance_agent, web_agent]).get_app()
if __name__ == "__main__":
serve_playground_app("playground:app", reload=True)
```
Authenticate with phidata by running the following command:
```shell
phi auth
```
or by exporting the `PHI_API_KEY` for your workspace from [phidata.app](https://www.phidata.app)
```bash
export PHI_API_KEY=phi-***
```
Install dependencies and run the Agent Playground:
```
pip install 'fastapi[standard]' sqlalchemy
python playground.py
```
- Open the link provided or navigate to `http://phidata.app/playground`
- Select the `localhost:7777` endpoint and start chatting with your agents!
<video
src="https://github.com/user-attachments/assets/3a2ff93c-3d2d-4f1a-9573-eee25542e5c4"
style="border-radius: 8px;"
/>
## Agentic RAG
We were the first to pioneer Agentic RAG using our Auto-RAG paradigm. With Agentic RAG (or auto-rag), the Agent can search its knowledge base (vector db) for the specific information it needs to achieve its task, instead of always inserting the "context" into the prompt.
This saves tokens and improves response quality. Create a file `rag_agent.py`
```python
from phi.agent import Agent
from phi.model.openai import OpenAIChat
from phi.embedder.openai import OpenAIEmbedder
from phi.knowledge.pdf import PDFUrlKnowledgeBase
from phi.vectordb.lancedb import LanceDb, SearchType
# Create a knowledge base from a PDF
knowledge_base = PDFUrlKnowledgeBase(
urls=["https://phi-public.s3.amazonaws.com/recipes/ThaiRecipes.pdf"],
# Use LanceDB as the vector database
vector_db=LanceDb(
table_name="recipes",
uri="tmp/lancedb",
search_type=SearchType.vector,
embedder=OpenAIEmbedder(model="text-embedding-3-small"),
),
)
# Comment out after first run as the knowledge base is loaded
knowledge_base.load()
agent = Agent(
model=OpenAIChat(id="gpt-4o"),
# Add the knowledge base to the agent
knowledge=knowledge_base,
show_tool_calls=True,
markdown=True,
)
agent.print_response("How do I make chicken and galangal in coconut milk soup", stream=True)
```
Install libraries and run the Agent:
```shell
pip install lancedb tantivy pypdf sqlalchemy
python rag_agent.py
```
## Structured Outputs
Agents can return their output in a structured format as a Pydantic model.
Create a file `structured_output.py`
```python
from typing import List
from pydantic import BaseModel, Field
from phi.agent import Agent
from phi.model.openai import OpenAIChat
# Define a Pydantic model to enforce the structure of the output
class MovieScript(BaseModel):
setting: str = Field(..., description="Provide a nice setting for a blockbuster movie.")
ending: str = Field(..., description="Ending of the movie. If not available, provide a happy ending.")
genre: str = Field(..., description="Genre of the movie. If not available, select action, thriller or romantic comedy.")
name: str = Field(..., description="Give a name to this movie")
characters: List[str] = Field(..., description="Name of characters for this movie.")
storyline: str = Field(..., description="3 sentence storyline for the movie. Make it exciting!")
# Agent that uses JSON mode
json_mode_agent = Agent(
model=OpenAIChat(id="gpt-4o"),
description="You write movie scripts.",
response_model=MovieScript,
)
# Agent that uses structured outputs
structured_output_agent = Agent(
model=OpenAIChat(id="gpt-4o"),
description="You write movie scripts.",
response_model=MovieScript,
structured_outputs=True,
)
json_mode_agent.print_response("New York")
structured_output_agent.print_response("New York")
```
- Run the `structured_output.py` file
```shell
python structured_output.py
```
- The output is an object of the `MovieScript` class, here's how it looks:
```shell
MovieScript(
│ setting='A bustling and vibrant New York City',
│ ending='The protagonist saves the city and reconciles with their estranged family.',
│ genre='action',
│ name='City Pulse',
│ characters=['Alex Mercer', 'Nina Castillo', 'Detective Mike Johnson'],
│ storyline='In the heart of New York City, a former cop turned vigilante, Alex Mercer, teams up with a street-smart activist, Nina Castillo, to take down a corrupt political figure who threatens to destroy the city. As they navigate through the intricate web of power and deception, they uncover shocking truths that push them to the brink of their abilities. With time running out, they must race against the clock to save New York and confront their own demons.'
)
```
## Reasoning Agents (experimental)
Reasoning helps agents work through a problem step-by-step, backtracking and correcting as needed. Create a file `reasoning_agent.py`.
```python
from phi.agent import Agent
from phi.model.openai import OpenAIChat
task = (
"Three missionaries and three cannibals need to cross a river. "
"They have a boat that can carry up to two people at a time. "
"If, at any time, the cannibals outnumber the missionaries on either side of the river, the cannibals will eat the missionaries. "
"How can all six people get across the river safely? Provide a step-by-step solution and show the solutions as an ascii diagram"
)
reasoning_agent = Agent(model=OpenAIChat(id="gpt-4o"), reasoning=True, markdown=True, structured_outputs=True)
reasoning_agent.print_response(task, stream=True, show_full_reasoning=True)
```
Run the Reasoning Agent:
```shell
python reasoning_agent.py
```
> [!WARNING]
> Reasoning is an experimental feature and will break ~20% of the time. **It is not a replacement for o1.**
>
> It is an experiment fueled by curiosity, combining COT and tool use. Set your expectations very low for this initial release. For example: It will not be able to count ‘r’s in ‘strawberry’.
## Demo Agents
The Agent Playground includes a few demo agents that you can test with. If you have recommendations for other demo agents, please let us know in our [community forum](https://community.phidata.com/).
## Monitoring & Debugging
### Monitoring
Phidata comes with built-in monitoring. You can set `monitoring=True` on any agent to track sessions or set `PHI_MONITORING=true` in your environment.
> [!NOTE]
> Run `phi auth` to authenticate your local account or export the `PHI_API_KEY`
```python
from phi.agent import Agent
agent = Agent(markdown=True, monitoring=True)
agent.print_response("Share a 2 sentence horror story")
```
Run the agent and monitor the results on [phidata.app/sessions](https://www.phidata.app/sessions)
```shell
# You can also set the environment variable
# export PHI_MONITORING=true
python monitoring.py
```
View the agent session on [phidata.app/sessions](https://www.phidata.app/sessions)
### Debugging
Phidata also includes a built-in debugger that will show debug logs in the terminal. You can set `debug_mode=True` on any agent to track sessions or set `PHI_DEBUG=true` in your environment.
```python
from phi.agent import Agent
agent = Agent(markdown=True, debug_mode=True)
agent.print_response("Share a 2 sentence horror story")
```
## Getting help
- Read the docs at <a href="https://docs.phidata.com" target="_blank" rel="noopener noreferrer">docs.phidata.com</a>
- Post your questions on the [community forum](https://community.phidata.com/)
- Chat with us on <a href="https://discord.gg/4MtYHHrgA8" target="_blank" rel="noopener noreferrer">discord</a>
## More examples
### Agent that can write and run python code
<details>
<summary>Show code</summary>
The `PythonAgent` can achieve tasks by writing and running python code.
- Create a file `python_agent.py`
```python
from phi.agent.python import PythonAgent
from phi.model.openai import OpenAIChat
from phi.file.local.csv import CsvFile
python_agent = PythonAgent(
model=OpenAIChat(id="gpt-4o"),
files=[
CsvFile(
path="https://phidata-public.s3.amazonaws.com/demo_data/IMDB-Movie-Data.csv",
description="Contains information about movies from IMDB.",
)
],
markdown=True,
pip_install=True,
show_tool_calls=True,
)
python_agent.print_response("What is the average rating of movies?")
```
- Run the `python_agent.py`
```shell
python python_agent.py
```
</details>
### Agent that can analyze data using SQL
<details>
<summary>Show code</summary>
The `DuckDbAgent` can perform data analysis using SQL.
- Create a file `data_analyst.py`
```python
import json
from phi.model.openai import OpenAIChat
from phi.agent.duckdb import DuckDbAgent
data_analyst = DuckDbAgent(
model=OpenAIChat(model="gpt-4o"),
markdown=True,
semantic_model=json.dumps(
{
"tables": [
{
"name": "movies",
"description": "Contains information about movies from IMDB.",
"path": "https://phidata-public.s3.amazonaws.com/demo_data/IMDB-Movie-Data.csv",
}
]
},
indent=2,
),
)
data_analyst.print_response(
"Show me a histogram of ratings. "
"Choose an appropriate bucket size but share how you chose it. "
"Show me the result as a pretty ascii diagram",
stream=True,
)
```
- Install duckdb and run the `data_analyst.py` file
```shell
pip install duckdb
python data_analyst.py
```
</details>
### Check out the [cookbook](https://github.com/phidatahq/phidata/tree/main/cookbook) for more examples.
## Contributions
We're an open-source project and welcome contributions, please read the [contributing guide](https://github.com/phidatahq/phidata/blob/main/CONTRIBUTING.md) for more information.
## Request a feature
- If you have a feature request, please open an issue or make a pull request.
- If you have ideas on how we can improve, please create a discussion.
## Telemetry
Phidata logs which model an agent used so we can prioritize features for the most popular models.
You can disable this by setting `PHI_TELEMETRY=false` in your environment.
<p align="left">
<a href="#top">⬆️ Back to Top</a>
</p>
Raw data
{
"_id": null,
"home_page": null,
"name": "phidata",
"maintainer": null,
"docs_url": null,
"requires_python": "<4,>=3.7",
"maintainer_email": null,
"keywords": null,
"author": null,
"author_email": "Ashpreet Bedi <ashpreet@phidata.com>",
"download_url": "https://files.pythonhosted.org/packages/5c/bc/808d8f82c1be723d51c945bbedca62c68950b3cb294716f309428a9d3be7/phidata-2.7.10.tar.gz",
"platform": null,
"description": "<h1 align=\"center\" id=\"top\">\n phidata\n</h1>\n\n<p align=\"center\">\n <a href=\"https://docs.phidata.com\">\n <img src=\"https://img.shields.io/badge/Read%20the%20Documentation-Click%20Here-green?style=for-the-badge&logo=read-the-docs\" alt=\"Read the Docs\">\n </a>\n</p>\n\n<h3 align=\"center\">\nBuild multi-modal Agents with memory, knowledge, tools and reasoning.\n</h3>\n\n<img\n src=\"https://github.com/user-attachments/assets/44739d09-2ec4-49b7-bea1-b275afccc592\"\n style=\"border-radius: 8px;\"\n/>\n\n## What is phidata?\n\n**Phidata is a framework for building multi-modal agents**, use phidata to:\n\n- **Build multi-modal agents with memory, knowledge, tools and reasoning.**\n- **Build teams of agents that can work together to solve problems.**\n- **Chat with your agents using a beautiful Agent UI.**\n\n## Install\n\n```shell\npip install -U phidata\n```\n\n## Key Features\n\n- [Simple & Elegant](#simple--elegant)\n- [Powerful & Flexible](#powerful--flexible)\n- [Multi-Modal by default](#multi-modal-by-default)\n- [Multi-Agent orchestration](#multi-agent-orchestration)\n- [A beautiful Agent UI to chat with your agents](#a-beautiful-agent-ui-to-chat-with-your-agents)\n- [Agentic RAG built-in](#agentic-rag)\n- [Structured Outputs](#structured-outputs)\n- [Reasoning Agents](#reasoning-agents-experimental)\n- [Monitoring & Debugging built-in](#monitoring--debugging)\n- [Demo Agents](#demo-agents)\n\n## Simple & Elegant\n\nPhidata Agents are simple and elegant, resulting in minimal, beautiful code.\n\nFor example, you can create a web search agent in 10 lines of code, create a file `web_search.py`\n\n```python\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\nfrom phi.tools.duckduckgo import DuckDuckGo\n\nweb_agent = Agent(\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[DuckDuckGo()],\n instructions=[\"Always include sources\"],\n show_tool_calls=True,\n markdown=True,\n)\nweb_agent.print_response(\"Tell me about OpenAI Sora?\", stream=True)\n```\n\nInstall libraries, export your `OPENAI_API_KEY` and run the Agent:\n\n```shell\npip install phidata openai duckduckgo-search\n\nexport OPENAI_API_KEY=sk-xxxx\n\npython web_search.py\n```\n\n## Powerful & Flexible\n\nPhidata agents can use multiple tools and follow instructions to achieve complex tasks.\n\nFor example, you can create a finance agent with tools to query financial data, create a file `finance_agent.py`\n\n```python\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\nfrom phi.tools.yfinance import YFinanceTools\n\nfinance_agent = Agent(\n name=\"Finance Agent\",\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True)],\n instructions=[\"Use tables to display data\"],\n show_tool_calls=True,\n markdown=True,\n)\nfinance_agent.print_response(\"Summarize analyst recommendations for NVDA\", stream=True)\n```\n\nInstall libraries and run the Agent:\n\n```shell\npip install yfinance\n\npython finance_agent.py\n```\n\n## Multi-Modal by default\n\nPhidata agents support text, images, audio and video.\n\nFor example, you can create an image agent that can understand images and make tool calls as needed, create a file `image_agent.py`\n\n```python\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\nfrom phi.tools.duckduckgo import DuckDuckGo\n\nagent = Agent(\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[DuckDuckGo()],\n markdown=True,\n)\n\nagent.print_response(\n \"Tell me about this image and give me the latest news about it.\",\n images=[\"https://upload.wikimedia.org/wikipedia/commons/b/bf/Krakow_-_Kosciol_Mariacki.jpg\"],\n stream=True,\n)\n```\n\nRun the Agent:\n\n```shell\npython image_agent.py\n```\n\n## Multi-Agent orchestration\n\nPhidata agents can work together as a team to achieve complex tasks, create a file `agent_team.py`\n\n```python\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\nfrom phi.tools.duckduckgo import DuckDuckGo\nfrom phi.tools.yfinance import YFinanceTools\n\nweb_agent = Agent(\n name=\"Web Agent\",\n role=\"Search the web for information\",\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[DuckDuckGo()],\n instructions=[\"Always include sources\"],\n show_tool_calls=True,\n markdown=True,\n)\n\nfinance_agent = Agent(\n name=\"Finance Agent\",\n role=\"Get financial data\",\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True)],\n instructions=[\"Use tables to display data\"],\n show_tool_calls=True,\n markdown=True,\n)\n\nagent_team = Agent(\n team=[web_agent, finance_agent],\n model=OpenAIChat(id=\"gpt-4o\"),\n instructions=[\"Always include sources\", \"Use tables to display data\"],\n show_tool_calls=True,\n markdown=True,\n)\n\nagent_team.print_response(\"Summarize analyst recommendations and share the latest news for NVDA\", stream=True)\n```\n\nRun the Agent team:\n\n```shell\npython agent_team.py\n```\n\n## A beautiful Agent UI to chat with your agents\n\nPhidata provides a beautiful UI for interacting with your agents. Let's take it for a spin, create a file `playground.py`\n\n\n\n> [!NOTE]\n> Phidata does not store any data, all agent data is stored locally in a sqlite database.\n\n```python\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\nfrom phi.storage.agent.sqlite import SqlAgentStorage\nfrom phi.tools.duckduckgo import DuckDuckGo\nfrom phi.tools.yfinance import YFinanceTools\nfrom phi.playground import Playground, serve_playground_app\n\nweb_agent = Agent(\n name=\"Web Agent\",\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[DuckDuckGo()],\n instructions=[\"Always include sources\"],\n storage=SqlAgentStorage(table_name=\"web_agent\", db_file=\"agents.db\"),\n add_history_to_messages=True,\n markdown=True,\n)\n\nfinance_agent = Agent(\n name=\"Finance Agent\",\n model=OpenAIChat(id=\"gpt-4o\"),\n tools=[YFinanceTools(stock_price=True, analyst_recommendations=True, company_info=True, company_news=True)],\n instructions=[\"Use tables to display data\"],\n storage=SqlAgentStorage(table_name=\"finance_agent\", db_file=\"agents.db\"),\n add_history_to_messages=True,\n markdown=True,\n)\n\napp = Playground(agents=[finance_agent, web_agent]).get_app()\n\nif __name__ == \"__main__\":\n serve_playground_app(\"playground:app\", reload=True)\n```\n\n\nAuthenticate with phidata by running the following command:\n\n```shell\nphi auth\n```\n\nor by exporting the `PHI_API_KEY` for your workspace from [phidata.app](https://www.phidata.app)\n\n```bash\nexport PHI_API_KEY=phi-***\n```\n\nInstall dependencies and run the Agent Playground:\n\n```\npip install 'fastapi[standard]' sqlalchemy\n\npython playground.py\n```\n\n- Open the link provided or navigate to `http://phidata.app/playground`\n- Select the `localhost:7777` endpoint and start chatting with your agents!\n\n<video\n src=\"https://github.com/user-attachments/assets/3a2ff93c-3d2d-4f1a-9573-eee25542e5c4\"\n style=\"border-radius: 8px;\"\n/>\n\n## Agentic RAG\n\nWe were the first to pioneer Agentic RAG using our Auto-RAG paradigm. With Agentic RAG (or auto-rag), the Agent can search its knowledge base (vector db) for the specific information it needs to achieve its task, instead of always inserting the \"context\" into the prompt.\n\nThis saves tokens and improves response quality. Create a file `rag_agent.py`\n\n```python\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\nfrom phi.embedder.openai import OpenAIEmbedder\nfrom phi.knowledge.pdf import PDFUrlKnowledgeBase\nfrom phi.vectordb.lancedb import LanceDb, SearchType\n\n# Create a knowledge base from a PDF\nknowledge_base = PDFUrlKnowledgeBase(\n urls=[\"https://phi-public.s3.amazonaws.com/recipes/ThaiRecipes.pdf\"],\n # Use LanceDB as the vector database\n vector_db=LanceDb(\n table_name=\"recipes\",\n uri=\"tmp/lancedb\",\n search_type=SearchType.vector,\n embedder=OpenAIEmbedder(model=\"text-embedding-3-small\"),\n ),\n)\n# Comment out after first run as the knowledge base is loaded\nknowledge_base.load()\n\nagent = Agent(\n model=OpenAIChat(id=\"gpt-4o\"),\n # Add the knowledge base to the agent\n knowledge=knowledge_base,\n show_tool_calls=True,\n markdown=True,\n)\nagent.print_response(\"How do I make chicken and galangal in coconut milk soup\", stream=True)\n```\n\nInstall libraries and run the Agent:\n\n```shell\npip install lancedb tantivy pypdf sqlalchemy\n\npython rag_agent.py\n```\n\n## Structured Outputs\n\nAgents can return their output in a structured format as a Pydantic model.\n\nCreate a file `structured_output.py`\n\n```python\nfrom typing import List\nfrom pydantic import BaseModel, Field\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\n\n# Define a Pydantic model to enforce the structure of the output\nclass MovieScript(BaseModel):\n setting: str = Field(..., description=\"Provide a nice setting for a blockbuster movie.\")\n ending: str = Field(..., description=\"Ending of the movie. If not available, provide a happy ending.\")\n genre: str = Field(..., description=\"Genre of the movie. If not available, select action, thriller or romantic comedy.\")\n name: str = Field(..., description=\"Give a name to this movie\")\n characters: List[str] = Field(..., description=\"Name of characters for this movie.\")\n storyline: str = Field(..., description=\"3 sentence storyline for the movie. Make it exciting!\")\n\n# Agent that uses JSON mode\njson_mode_agent = Agent(\n model=OpenAIChat(id=\"gpt-4o\"),\n description=\"You write movie scripts.\",\n response_model=MovieScript,\n)\n# Agent that uses structured outputs\nstructured_output_agent = Agent(\n model=OpenAIChat(id=\"gpt-4o\"),\n description=\"You write movie scripts.\",\n response_model=MovieScript,\n structured_outputs=True,\n)\n\njson_mode_agent.print_response(\"New York\")\nstructured_output_agent.print_response(\"New York\")\n```\n\n- Run the `structured_output.py` file\n\n```shell\npython structured_output.py\n```\n\n- The output is an object of the `MovieScript` class, here's how it looks:\n\n```shell\nMovieScript(\n\u2502 setting='A bustling and vibrant New York City',\n\u2502 ending='The protagonist saves the city and reconciles with their estranged family.',\n\u2502 genre='action',\n\u2502 name='City Pulse',\n\u2502 characters=['Alex Mercer', 'Nina Castillo', 'Detective Mike Johnson'],\n\u2502 storyline='In the heart of New York City, a former cop turned vigilante, Alex Mercer, teams up with a street-smart activist, Nina Castillo, to take down a corrupt political figure who threatens to destroy the city. As they navigate through the intricate web of power and deception, they uncover shocking truths that push them to the brink of their abilities. With time running out, they must race against the clock to save New York and confront their own demons.'\n)\n```\n\n## Reasoning Agents (experimental)\n\nReasoning helps agents work through a problem step-by-step, backtracking and correcting as needed. Create a file `reasoning_agent.py`.\n\n```python\nfrom phi.agent import Agent\nfrom phi.model.openai import OpenAIChat\n\ntask = (\n \"Three missionaries and three cannibals need to cross a river. \"\n \"They have a boat that can carry up to two people at a time. \"\n \"If, at any time, the cannibals outnumber the missionaries on either side of the river, the cannibals will eat the missionaries. \"\n \"How can all six people get across the river safely? Provide a step-by-step solution and show the solutions as an ascii diagram\"\n)\n\nreasoning_agent = Agent(model=OpenAIChat(id=\"gpt-4o\"), reasoning=True, markdown=True, structured_outputs=True)\nreasoning_agent.print_response(task, stream=True, show_full_reasoning=True)\n```\n\nRun the Reasoning Agent:\n\n```shell\npython reasoning_agent.py\n```\n\n> [!WARNING]\n> Reasoning is an experimental feature and will break ~20% of the time. **It is not a replacement for o1.**\n>\n> It is an experiment fueled by curiosity, combining COT and tool use. Set your expectations very low for this initial release. For example: It will not be able to count \u2018r\u2019s in \u2018strawberry\u2019.\n\n## Demo Agents\n\nThe Agent Playground includes a few demo agents that you can test with. If you have recommendations for other demo agents, please let us know in our [community forum](https://community.phidata.com/).\n\n\n\n## Monitoring & Debugging\n\n### Monitoring\n\nPhidata comes with built-in monitoring. You can set `monitoring=True` on any agent to track sessions or set `PHI_MONITORING=true` in your environment.\n\n> [!NOTE]\n> Run `phi auth` to authenticate your local account or export the `PHI_API_KEY`\n\n```python\nfrom phi.agent import Agent\n\nagent = Agent(markdown=True, monitoring=True)\nagent.print_response(\"Share a 2 sentence horror story\")\n```\n\nRun the agent and monitor the results on [phidata.app/sessions](https://www.phidata.app/sessions)\n\n```shell\n# You can also set the environment variable\n# export PHI_MONITORING=true\n\npython monitoring.py\n```\n\nView the agent session on [phidata.app/sessions](https://www.phidata.app/sessions)\n\n\n\n### Debugging\n\nPhidata also includes a built-in debugger that will show debug logs in the terminal. You can set `debug_mode=True` on any agent to track sessions or set `PHI_DEBUG=true` in your environment.\n\n```python\nfrom phi.agent import Agent\n\nagent = Agent(markdown=True, debug_mode=True)\nagent.print_response(\"Share a 2 sentence horror story\")\n```\n\n\n\n## Getting help\n\n- Read the docs at <a href=\"https://docs.phidata.com\" target=\"_blank\" rel=\"noopener noreferrer\">docs.phidata.com</a>\n- Post your questions on the [community forum](https://community.phidata.com/)\n- Chat with us on <a href=\"https://discord.gg/4MtYHHrgA8\" target=\"_blank\" rel=\"noopener noreferrer\">discord</a>\n\n## More examples\n\n### Agent that can write and run python code\n\n<details>\n\n<summary>Show code</summary>\n\nThe `PythonAgent` can achieve tasks by writing and running python code.\n\n- Create a file `python_agent.py`\n\n```python\nfrom phi.agent.python import PythonAgent\nfrom phi.model.openai import OpenAIChat\nfrom phi.file.local.csv import CsvFile\n\npython_agent = PythonAgent(\n model=OpenAIChat(id=\"gpt-4o\"),\n files=[\n CsvFile(\n path=\"https://phidata-public.s3.amazonaws.com/demo_data/IMDB-Movie-Data.csv\",\n description=\"Contains information about movies from IMDB.\",\n )\n ],\n markdown=True,\n pip_install=True,\n show_tool_calls=True,\n)\n\npython_agent.print_response(\"What is the average rating of movies?\")\n```\n\n- Run the `python_agent.py`\n\n```shell\npython python_agent.py\n```\n\n</details>\n\n### Agent that can analyze data using SQL\n\n<details>\n\n<summary>Show code</summary>\n\nThe `DuckDbAgent` can perform data analysis using SQL.\n\n- Create a file `data_analyst.py`\n\n```python\nimport json\nfrom phi.model.openai import OpenAIChat\nfrom phi.agent.duckdb import DuckDbAgent\n\ndata_analyst = DuckDbAgent(\n model=OpenAIChat(model=\"gpt-4o\"),\n markdown=True,\n semantic_model=json.dumps(\n {\n \"tables\": [\n {\n \"name\": \"movies\",\n \"description\": \"Contains information about movies from IMDB.\",\n \"path\": \"https://phidata-public.s3.amazonaws.com/demo_data/IMDB-Movie-Data.csv\",\n }\n ]\n },\n indent=2,\n ),\n)\n\ndata_analyst.print_response(\n \"Show me a histogram of ratings. \"\n \"Choose an appropriate bucket size but share how you chose it. \"\n \"Show me the result as a pretty ascii diagram\",\n stream=True,\n)\n```\n\n- Install duckdb and run the `data_analyst.py` file\n\n```shell\npip install duckdb\n\npython data_analyst.py\n```\n\n</details>\n\n### Check out the [cookbook](https://github.com/phidatahq/phidata/tree/main/cookbook) for more examples.\n\n## Contributions\n\nWe're an open-source project and welcome contributions, please read the [contributing guide](https://github.com/phidatahq/phidata/blob/main/CONTRIBUTING.md) for more information.\n\n## Request a feature\n\n- If you have a feature request, please open an issue or make a pull request.\n- If you have ideas on how we can improve, please create a discussion.\n\n## Telemetry\n\nPhidata logs which model an agent used so we can prioritize features for the most popular models.\n\nYou can disable this by setting `PHI_TELEMETRY=false` in your environment.\n\n<p align=\"left\">\n <a href=\"#top\">\u2b06\ufe0f Back to Top</a>\n</p>\n",
"bugtrack_url": null,
"license": "Copyright (c) Phidata, Inc.\n \n Mozilla Public License Version 2.0\n ==================================\n \n 1. Definitions\n --------------\n \n 1.1. \"Contributor\"\n means each individual or legal entity that creates, contributes to\n the creation of, or owns Covered Software.\n \n 1.2. \"Contributor Version\"\n means the combination of the Contributions of others (if any) used\n by a Contributor and that particular Contributor's Contribution.\n \n 1.3. \"Contribution\"\n means Covered Software of a particular Contributor.\n \n 1.4. \"Covered Software\"\n means Source Code Form to which the initial Contributor has attached\n the notice in Exhibit A, the Executable Form of such Source Code\n Form, and Modifications of such Source Code Form, in each case\n including portions thereof.\n \n 1.5. \"Incompatible With Secondary Licenses\"\n means\n \n (a) that the initial Contributor has attached the notice described\n in Exhibit B to the Covered Software; or\n \n (b) that the Covered Software was made available under the terms of\n version 1.1 or earlier of the License, but not also under the\n terms of a Secondary License.\n \n 1.6. \"Executable Form\"\n means any form of the work other than Source Code Form.\n \n 1.7. \"Larger Work\"\n means a work that combines Covered Software with other material, in\n a separate file or files, that is not Covered Software.\n \n 1.8. \"License\"\n means this document.\n \n 1.9. \"Licensable\"\n means having the right to grant, to the maximum extent possible,\n whether at the time of the initial grant or subsequently, any and\n all of the rights conveyed by this License.\n \n 1.10. \"Modifications\"\n means any of the following:\n \n (a) any file in Source Code Form that results from an addition to,\n deletion from, or modification of the contents of Covered\n Software; or\n \n (b) any new file in Source Code Form that contains any Covered\n Software.\n \n 1.11. \"Patent Claims\" of a Contributor\n means any patent claim(s), including without limitation, method,\n process, and apparatus claims, in any patent Licensable by such\n Contributor that would be infringed, but for the grant of the\n License, by the making, using, selling, offering for sale, having\n made, import, or transfer of either its Contributions or its\n Contributor Version.\n \n 1.12. \"Secondary License\"\n means either the GNU General Public License, Version 2.0, the GNU\n Lesser General Public License, Version 2.1, the GNU Affero General\n Public License, Version 3.0, or any later versions of those\n licenses.\n \n 1.13. \"Source Code Form\"\n means the form of the work preferred for making modifications.\n \n 1.14. \"You\" (or \"Your\")\n means an individual or a legal entity exercising rights under this\n License. For legal entities, \"You\" includes any entity that\n controls, is controlled by, or is under common control with You. For\n purposes of this definition, \"control\" means (a) the power, direct\n or indirect, to cause the direction or management of such entity,\n whether by contract or otherwise, or (b) ownership of more than\n fifty percent (50%) of the outstanding shares or beneficial\n ownership of such entity.\n \n 2. License Grants and Conditions\n --------------------------------\n \n 2.1. Grants\n \n Each Contributor hereby grants You a world-wide, royalty-free,\n non-exclusive license:\n \n (a) under intellectual property rights (other than patent or trademark)\n Licensable by such Contributor to use, reproduce, make available,\n modify, display, perform, distribute, and otherwise exploit its\n Contributions, either on an unmodified basis, with Modifications, or\n as part of a Larger Work; and\n \n (b) under Patent Claims of such Contributor to make, use, sell, offer\n for sale, have made, import, and otherwise transfer either its\n Contributions or its Contributor Version.\n \n 2.2. Effective Date\n \n The licenses granted in Section 2.1 with respect to any Contribution\n become effective for each Contribution on the date the Contributor first\n distributes such Contribution.\n \n 2.3. Limitations on Grant Scope\n \n The licenses granted in this Section 2 are the only rights granted under\n this License. No additional rights or licenses will be implied from the\n distribution or licensing of Covered Software under this License.\n Notwithstanding Section 2.1(b) above, no patent license is granted by a\n Contributor:\n \n (a) for any code that a Contributor has removed from Covered Software;\n or\n \n (b) for infringements caused by: (i) Your and any other third party's\n modifications of Covered Software, or (ii) the combination of its\n Contributions with other software (except as part of its Contributor\n Version); or\n \n (c) under Patent Claims infringed by Covered Software in the absence of\n its Contributions.\n \n This License does not grant any rights in the trademarks, service marks,\n or logos of any Contributor (except as may be necessary to comply with\n the notice requirements in Section 3.4).\n \n 2.4. Subsequent Licenses\n \n No Contributor makes additional grants as a result of Your choice to\n distribute the Covered Software under a subsequent version of this\n License (see Section 10.2) or under the terms of a Secondary License (if\n permitted under the terms of Section 3.3).\n \n 2.5. Representation\n \n Each Contributor represents that the Contributor believes its\n Contributions are its original creation(s) or it has sufficient rights\n to grant the rights to its Contributions conveyed by this License.\n \n 2.6. Fair Use\n \n This License is not intended to limit any rights You have under\n applicable copyright doctrines of fair use, fair dealing, or other\n equivalents.\n \n 2.7. Conditions\n \n Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted\n in Section 2.1.\n \n 3. Responsibilities\n -------------------\n \n 3.1. Distribution of Source Form\n \n All distribution of Covered Software in Source Code Form, including any\n Modifications that You create or to which You contribute, must be under\n the terms of this License. You must inform recipients that the Source\n Code Form of the Covered Software is governed by the terms of this\n License, and how they can obtain a copy of this License. You may not\n attempt to alter or restrict the recipients' rights in the Source Code\n Form.\n \n 3.2. Distribution of Executable Form\n \n If You distribute Covered Software in Executable Form then:\n \n (a) such Covered Software must also be made available in Source Code\n Form, as described in Section 3.1, and You must inform recipients of\n the Executable Form how they can obtain a copy of such Source Code\n Form by reasonable means in a timely manner, at a charge no more\n than the cost of distribution to the recipient; and\n \n (b) You may distribute such Executable Form under the terms of this\n License, or sublicense it under different terms, provided that the\n license for the Executable Form does not attempt to limit or alter\n the recipients' rights in the Source Code Form under this License.\n \n 3.3. Distribution of a Larger Work\n \n You may create and distribute a Larger Work under terms of Your choice,\n provided that You also comply with the requirements of this License for\n the Covered Software. If the Larger Work is a combination of Covered\n Software with a work governed by one or more Secondary Licenses, and the\n Covered Software is not Incompatible With Secondary Licenses, this\n License permits You to additionally distribute such Covered Software\n under the terms of such Secondary License(s), so that the recipient of\n the Larger Work may, at their option, further distribute the Covered\n Software under the terms of either this License or such Secondary\n License(s).\n \n 3.4. Notices\n \n You may not remove or alter the substance of any license notices\n (including copyright notices, patent notices, disclaimers of warranty,\n or limitations of liability) contained within the Source Code Form of\n the Covered Software, except that You may alter any license notices to\n the extent required to remedy known factual inaccuracies.\n \n 3.5. Application of Additional Terms\n \n You may choose to offer, and to charge a fee for, warranty, support,\n indemnity or liability obligations to one or more recipients of Covered\n Software. However, You may do so only on Your own behalf, and not on\n behalf of any Contributor. You must make it absolutely clear that any\n such warranty, support, indemnity, or liability obligation is offered by\n You alone, and You hereby agree to indemnify every Contributor for any\n liability incurred by such Contributor as a result of warranty, support,\n indemnity or liability terms You offer. You may include additional\n disclaimers of warranty and limitations of liability specific to any\n jurisdiction.\n \n 4. Inability to Comply Due to Statute or Regulation\n ---------------------------------------------------\n \n If it is impossible for You to comply with any of the terms of this\n License with respect to some or all of the Covered Software due to\n statute, judicial order, or regulation then You must: (a) comply with\n the terms of this License to the maximum extent possible; and (b)\n describe the limitations and the code they affect. Such description must\n be placed in a text file included with all distributions of the Covered\n Software under this License. Except to the extent prohibited by statute\n or regulation, such description must be sufficiently detailed for a\n recipient of ordinary skill to be able to understand it.\n \n 5. Termination\n --------------\n \n 5.1. The rights granted under this License will terminate automatically\n if You fail to comply with any of its terms. However, if You become\n compliant, then the rights granted under this License from a particular\n Contributor are reinstated (a) provisionally, unless and until such\n Contributor explicitly and finally terminates Your grants, and (b) on an\n ongoing basis, if such Contributor fails to notify You of the\n non-compliance by some reasonable means prior to 60 days after You have\n come back into compliance. Moreover, Your grants from a particular\n Contributor are reinstated on an ongoing basis if such Contributor\n notifies You of the non-compliance by some reasonable means, this is the\n first time You have received notice of non-compliance with this License\n from such Contributor, and You become compliant prior to 30 days after\n Your receipt of the notice.\n \n 5.2. If You initiate litigation against any entity by asserting a patent\n infringement claim (excluding declaratory judgment actions,\n counter-claims, and cross-claims) alleging that a Contributor Version\n directly or indirectly infringes any patent, then the rights granted to\n You by any and all Contributors for the Covered Software under Section\n 2.1 of this License shall terminate.\n \n 5.3. In the event of termination under Sections 5.1 or 5.2 above, all\n end user license agreements (excluding distributors and resellers) which\n have been validly granted by You or Your distributors under this License\n prior to termination shall survive termination.\n \n ************************************************************************\n * *\n * 6. Disclaimer of Warranty *\n * ------------------------- *\n * *\n * Covered Software is provided under this License on an \"as is\" *\n * basis, without warranty of any kind, either expressed, implied, or *\n * statutory, including, without limitation, warranties that the *\n * Covered Software is free of defects, merchantable, fit for a *\n * particular purpose or non-infringing. The entire risk as to the *\n * quality and performance of the Covered Software is with You. *\n * Should any Covered Software prove defective in any respect, You *\n * (not any Contributor) assume the cost of any necessary servicing, *\n * repair, or correction. This disclaimer of warranty constitutes an *\n * essential part of this License. No use of any Covered Software is *\n * authorized under this License except under this disclaimer. *\n * *\n ************************************************************************\n \n ************************************************************************\n * *\n * 7. Limitation of Liability *\n * -------------------------- *\n * *\n * Under no circumstances and under no legal theory, whether tort *\n * (including negligence), contract, or otherwise, shall any *\n * Contributor, or anyone who distributes Covered Software as *\n * permitted above, be liable to You for any direct, indirect, *\n * special, incidental, or consequential damages of any character *\n * including, without limitation, damages for lost profits, loss of *\n * goodwill, work stoppage, computer failure or malfunction, or any *\n * and all other commercial damages or losses, even if such party *\n * shall have been informed of the possibility of such damages. This *\n * limitation of liability shall not apply to liability for death or *\n * personal injury resulting from such party's negligence to the *\n * extent applicable law prohibits such limitation. Some *\n * jurisdictions do not allow the exclusion or limitation of *\n * incidental or consequential damages, so this exclusion and *\n * limitation may not apply to You. *\n * *\n ************************************************************************\n \n 8. Litigation\n -------------\n \n Any litigation relating to this License may be brought only in the\n courts of a jurisdiction where the defendant maintains its principal\n place of business and such litigation shall be governed by laws of that\n jurisdiction, without reference to its conflict-of-law provisions.\n Nothing in this Section shall prevent a party's ability to bring\n cross-claims or counter-claims.\n \n 9. Miscellaneous\n ----------------\n \n This License represents the complete agreement concerning the subject\n matter hereof. If any provision of this License is held to be\n unenforceable, such provision shall be reformed only to the extent\n necessary to make it enforceable. Any law or regulation which provides\n that the language of a contract shall be construed against the drafter\n shall not be used to construe this License against a Contributor.\n \n 10. Versions of the License\n ---------------------------\n \n 10.1. New Versions\n \n Mozilla Foundation is the license steward. Except as provided in Section\n 10.3, no one other than the license steward has the right to modify or\n publish new versions of this License. Each version will be given a\n distinguishing version number.\n \n 10.2. Effect of New Versions\n \n You may distribute the Covered Software under the terms of the version\n of the License under which You originally received the Covered Software,\n or under the terms of any subsequent version published by the license\n steward.\n \n 10.3. Modified Versions\n \n If you create software not governed by this License, and you want to\n create a new license for such software, you may create and use a\n modified version of this License if you rename the license and remove\n any references to the name of the license steward (except to note that\n such modified license differs from this License).\n \n 10.4. Distributing Source Code Form that is Incompatible With Secondary\n Licenses\n \n If You choose to distribute Source Code Form that is Incompatible With\n Secondary Licenses under the terms of this version of the License, the\n notice described in Exhibit B of this License must be attached.\n \n Exhibit A - Source Code Form License Notice\n -------------------------------------------\n \n This Source Code Form is subject to the terms of the Mozilla Public\n License, v. 2.0. If a copy of the MPL was not distributed with this\n file, You can obtain one at http://mozilla.org/MPL/2.0/.\n \n If it is not possible or desirable to put the notice in a particular\n file, then You may include the notice in a location (such as a LICENSE\n file in a relevant directory) where a recipient would be likely to look\n for such a notice.\n \n You may add additional accurate notices of copyright ownership.\n \n Exhibit B - \"Incompatible With Secondary Licenses\" Notice\n ---------------------------------------------------------\n \n This Source Code Form is \"Incompatible With Secondary Licenses\", as\n defined by the Mozilla Public License, v. 2.0.\n ",
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