diff --git a/integrations/bert-base-uncased/README.md b/integrations/bert-base-uncased/README.md new file mode 100644 index 00000000..b51ac6c2 --- /dev/null +++ b/integrations/bert-base-uncased/README.md @@ -0,0 +1,51 @@ +# BERT-BASE Model Integration + +## **About BERT-BASE** + +BERT base model (uncased) Pretrained model on English language using a masked language modeling (MLM) objective. It was introduced in this paper and first released in this repository. This model is uncased: it does not make a difference between english and English. + +## Requirements + +- Python (v3.10+ recommended) +- Poetry (A Python packaging and dependency management tool) + +## Setup + +1. For the demo to work, you need to get HuggingFaceAPI Token: + + 1. Visit [HuggingFace](https://huggingface.co/). + 2. Sign up or log in. + 3. Navigate to `Profile -> Settings -> Access Tokens`. + 4. Copy an existing token or create a new one. + +2. **Install Dependencies** + + ```bash + poetry install + ``` + +3. **Running The Agent Script** + + open terminal goto "bert-base-uncased/src", + run below command to load environment variables and run the agent. + + ```bash + export HUGGING_FACE_ACCESS_TOKEN="{Your HuggingFaceAPI Token}" + poetry run python agent.py + ``` + + Check the log for "adding bert-base agent to bureau" line and copy the {agent address}. + +4. **Running The User Script** + + open new terminal and goto "bert-base-uncased/src", + run below command to load environment variables and run the client. + + ```bash + export BERT_BASE_AGENT_ADDRESS="{ agent address from last step }" + poetry run python client.py + ``` + +After running the command, a request is sent to the agent every 30 sec till its successful. + +Modify **INPUT_TEXT** in **bert_base_user.py** to predict a different sentences. \ No newline at end of file diff --git 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+[tool.poetry.dependencies] +python = ">=3.10,<3.12" +uagents = "*" +requests = "^2.31.0" \ No newline at end of file diff --git a/integrations/bert-base-uncased/src/agent.py b/integrations/bert-base-uncased/src/agent.py new file mode 100755 index 00000000..515b8c3f --- /dev/null +++ b/integrations/bert-base-uncased/src/agent.py @@ -0,0 +1,10 @@ +from uagents import Bureau + +from agents.bert_base_agent import agent + + +if __name__ == "__main__": + bureau = Bureau(endpoint="http://127.0.0.1:8000/submit", port=8000) + print(f"adding bert-base agent to bureau: {agent.address}") + bureau.add(agent) + bureau.run() diff --git a/integrations/bert-base-uncased/src/agents/bert_base_agent.py b/integrations/bert-base-uncased/src/agents/bert_base_agent.py new file mode 100644 index 00000000..8b8240d2 --- /dev/null +++ b/integrations/bert-base-uncased/src/agents/bert_base_agent.py @@ -0,0 +1,70 @@ +from uagents import Agent, Context, Protocol +from messages.bert_base import PredictionRequest, PredictionResponse, Error +from uagents.setup import fund_agent_if_low +import os +import requests + +# Get the HUGGING_FACE_ACCESS_TOKEN from environment variable or default to a placeholder string if not found. +HUGGING_FACE_ACCESS_TOKEN = os.getenv( + "HUGGING_FACE_ACCESS_TOKEN", "HUGGING_FACE_ACCESS_TOKEN") + +if HUGGING_FACE_ACCESS_TOKEN == "HUGGING_FACE_ACCESS_TOKEN": + raise Exception( + "You need to provide an HUGGING_FACE_ACCESS_TOKEN, by exporting env, follow README") + +BERT_BASE_URL = "https://api-inference.huggingface.co/models/bert-base-uncased" + +# Define headers for HTTP request, including content type and authorization details +HEADERS = { + "Authorization": f"Bearer {HUGGING_FACE_ACCESS_TOKEN}" +} + +# Create an agent with predefined properties +agent = Agent( + name="bert-base-uncased_agent", + seed=HUGGING_FACE_ACCESS_TOKEN, + port=8000, + endpoint=["http://127.0.0.1:8000/submit"], +) + +# Ensure the agent has enough funds +fund_agent_if_low(agent.wallet.address()) + + +async def predict_text(ctx: Context, sender: str, input_text: str): + # Prepare the data + payload = { + "inputs": input_text + } + + # Make the POST request and handle possible errors + try: + response = requests.post(BERT_BASE_URL, headers=HEADERS, json=payload) + if response.status_code == 200: + await ctx.send(sender, PredictionResponse(data=f"{response.json()}")) + return + else: + await ctx.send(sender, Error(error=f"Error: {response.json()}")) + return + except Exception as ex: + await ctx.send(sender, Error(error=f"Exception Occurred: {ex}")) + return + +# Create an instance of Protocol with a label "BERTBaseUncasedModelAgent" +bert_base_agent = Protocol(name="BERTBaseUncasedModelAgent", version="0.0.1") + + +@bert_base_agent.on_message(model=PredictionRequest, replies={PredictionResponse, Error}) +async def handle_request(ctx: Context, sender: str, request: PredictionRequest): + # Log the request details + ctx.logger.info(f"Got request from {sender}") + + await predict_text(ctx, sender, request.masked_text) + + +# publish_manifest will make the protocol details available on agentverse. +agent.include(bert_base_agent, publish_manifest=True) + +# Define the main entry point of the application +if __name__ == "__main__": + bert_base_agent.run() diff --git a/integrations/bert-base-uncased/src/agents/bert_base_user.py b/integrations/bert-base-uncased/src/agents/bert_base_user.py new file mode 100644 index 00000000..1bc3b46f --- /dev/null +++ b/integrations/bert-base-uncased/src/agents/bert_base_user.py @@ -0,0 +1,63 @@ +from uagents import Agent, Context, Protocol +from messages.bert_base import PredictionRequest, PredictionResponse, Error +from uagents.setup import fund_agent_if_low +import base64 +import os +import pprint +import json + +# masked sentence you want to predict +INPUT_TEXT = "The goal of life is [MASK]." + +BERT_BASE_AGENT_ADDRESS = os.getenv( + "BERT_BASE_AGENT_ADDRESS", "BERT_BASE_AGENT_ADDRESS") + +if BERT_BASE_AGENT_ADDRESS == "BERT_BASE_AGENT_ADDRESS": + raise Exception( + "You need to provide an BERT_BASE_AGENT_ADDRESS, by exporting env, check README file") + +# Define user agent with specified parameters +user = Agent( + name="bert-base-uncased_user", + port=8001, + endpoint=["http://127.0.0.1:8001/submit"], +) + +# Check and top up the agent's fund if low +fund_agent_if_low(user.wallet.address()) + + +@user.on_event("startup") +async def initialize_storage(ctx: Context): + ctx.storage.set("PredictionDone", False) + + +# Create an instance of Protocol with a label "BERTBaseUncasedModelUser" +bert_base_user = Protocol(name="BERTBaseUncasedModelUser", version="0.0.1") + + +@bert_base_user.on_interval(period=30, messages=PredictionRequest) +async def predict(ctx: Context): + predictionDone = ctx.storage.get("PredictionDone") + + if not predictionDone: + await ctx.send(BERT_BASE_AGENT_ADDRESS, PredictionRequest(masked_text=INPUT_TEXT)) + + +@bert_base_user.on_message(model=PredictionResponse) +async def handle_data(ctx: Context, sender: str, response: PredictionResponse): + # ctx.logger.info(f"predictions: {response.data}") + pprint.pprint(response.data) + ctx.storage.set("PredictionDone", True) + + +@bert_base_user.on_message(model=Error) +async def handle_error(ctx: Context, sender: str, error: Error): + ctx.logger.info(f"Got error from uagent: {error}") + +# publish_manifest will make the protocol details available on agentverse. +user.include(bert_base_user, publish_manifest=True) + +# Initiate the task +if __name__ == "__main__": + bert_base_user.run() diff --git a/integrations/bert-base-uncased/src/client.py b/integrations/bert-base-uncased/src/client.py new file mode 100755 index 00000000..131f2648 --- /dev/null +++ b/integrations/bert-base-uncased/src/client.py @@ -0,0 +1,8 @@ +from uagents import Bureau +from agents.bert_base_user import user + +if __name__ == "__main__": + bureau = Bureau(endpoint="http://127.0.0.1:8001/submit", port=8001) + print(f"adding bert-base user agent to bureau: {user.address}") + bureau.add(user) + bureau.run() diff --git a/integrations/bert-base-uncased/src/messages/bert_base.py b/integrations/bert-base-uncased/src/messages/bert_base.py new file mode 100644 index 00000000..945ffb5c --- /dev/null +++ b/integrations/bert-base-uncased/src/messages/bert_base.py @@ -0,0 +1,13 @@ +from uagents import Model + + +class PredictionRequest(Model): + masked_text: str + + +class PredictionResponse(Model): + data: str + + +class Error(Model): + error: str