update template for coflows compatibility
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demo.yaml
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#your output interface here
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flow: # Overrides the for the flow config
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#_target_: Your target here
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#your flow overrides here
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# Overrides the for the flow config
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#_target_: Your target here
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#your flow overrides here
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run.py
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"""A simple script to run a Flow that can be used for development and debugging."""
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import os
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import hydra
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import aiflows
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from aiflows.flow_launchers import FlowLauncher
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from aiflows.
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from aiflows import logging
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from aiflows.flow_cache import CACHING_PARAMETERS, clear_cache
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# clear_cache() # Uncomment this line to clear the cache
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logging.set_verbosity_debug()
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if __name__ == "__main__":
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#
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root_dir = "."
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cfg_path = os.path.join(root_dir, "demo.yaml")
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cfg = read_yaml_file(cfg_path)
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#
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"
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# This can be a list of samples
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data = {"id": 0} # Add your data here
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# ~~~ Run inference ~~~
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path_to_output_file = None
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# path_to_output_file = "output.jsonl" # Uncomment this line to save the output to disk
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_, outputs = FlowLauncher.launch(
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flow_with_interfaces=flow_with_interfaces,
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data=data,
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path_to_output_file=path_to_output_file,
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)
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# ~~~ Print the output ~~~
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print(
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import os
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import hydra
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import aiflows
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from aiflows.flow_launchers import FlowLauncher
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from aiflows.backends.api_info import ApiInfo
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from aiflows.utils.general_helpers import read_yaml_file, quick_load_api_keys
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from aiflows import logging
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from aiflows.flow_cache import CACHING_PARAMETERS, clear_cache
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from aiflows.utils import serve_utils
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from aiflows.workers import run_dispatch_worker_thread
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from aiflows.messages import FlowMessage
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from aiflows.interfaces import KeyInterface
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from aiflows.utils.colink_utils import start_colink_server
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from aiflows.workers import run_dispatch_worker_thread
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CACHING_PARAMETERS.do_caching = False # Set to True in order to disable caching
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# clear_cache() # Uncomment this line to clear the cache
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logging.set_verbosity_debug()
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dependencies = [
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{"url": "aiflows/FlowModule", "revision": os.getcwd()}
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]
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from aiflows import flow_verse
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flow_verse.sync_dependencies(dependencies)
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if __name__ == "__main__":
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#1. ~~~~~ Set up a colink server ~~~~
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FLOW_MODULES_PATH = "./"
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cl = start_colink_server()
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#2. ~~~~~Load flow config~~~~~~
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root_dir = "."
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cfg_path = os.path.join(root_dir, "demo.yaml")
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cfg = read_yaml_file(cfg_path)
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#2.1 ~~~ Set the API information ~~~
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# OpenAI backend
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api_information = [ApiInfo(backend_used="openai",
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api_key = os.getenv("OPENAI_API_KEY"))]
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# # Azure backend
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# api_information = ApiInfo(backend_used = "azure",
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# api_base = os.getenv("AZURE_API_BASE"),
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# api_key = os.getenv("AZURE_OPENAI_KEY"),
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# api_version = os.getenv("AZURE_API_VERSION") )
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quick_load_api_keys(cfg, api_information, key="api_infos")
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#3. ~~~~ Serve The Flow ~~~~
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serve_utils.recursive_serve_flow(
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cl = cl,
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flow_type="FlowModule",
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default_config=cfg,
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default_state=None,
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default_dispatch_point="coflows_dispatch"
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)
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#4. ~~~~~Start A Worker Thread~~~~~
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run_dispatch_worker_thread(cl, dispatch_point="coflows_dispatch", flow_modules_base_path=FLOW_MODULES_PATH)
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#5. ~~~~~Mount the flow and get its proxy~~~~~~
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proxy_flow = serve_utils.recursive_mount(
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cl=cl,
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client_id="local",
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flow_type="FlowModule",
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config_overrides=None,
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initial_state=None,
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dispatch_point_override=None,
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)
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#6. ~~~ Get the data ~~~
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data = {"id": 0} # This can be a list of samples
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# data = {"id": 0, "question": "Who was the NBA champion in 2023?"} # This can be a list of samples
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#option1: use the FlowMessage class
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input_message = FlowMessage(
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data=data,
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)
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#option2: use the proxy_flow
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#input_message = proxy_flow._package_input_message(data = data)
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#7. ~~~ Run inference ~~~
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future = proxy_flow.send_message_blocking(input_message)
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#uncomment this line if you would like to get the full message back
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#reply_message = future.get_message()
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reply_data = future.get_data()
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# ~~~ Print the output ~~~
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print("~~~~~~Reply~~~~~~")
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print(reply_data)
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#8. ~~~~ (Optional) apply output interface on reply ~~~~
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# output_interface = KeyInterface(
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# keys_to_rename={"api_output": "answer"},
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# )
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# print("Output: ", output_interface(reply_data))
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#9. ~~~~~Optional: Unserve Flow~~~~~~
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# serve_utils.delete_served_flow(cl, "ChatWithDemonstrationFlowModule")
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