update template for coflows compatibility
Browse files
demo.yaml
CHANGED
|
@@ -1,8 +1,3 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
#your output interface here
|
| 5 |
-
|
| 6 |
-
flow: # Overrides the for the flow config
|
| 7 |
-
#_target_: Your target here
|
| 8 |
-
#your flow overrides here
|
|
|
|
| 1 |
+
# Overrides the for the flow config
|
| 2 |
+
#_target_: Your target here
|
| 3 |
+
#your flow overrides here
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
run.py
CHANGED
|
@@ -1,59 +1,114 @@
|
|
| 1 |
-
"""A simple script to run a Flow that can be used for development and debugging."""
|
| 2 |
-
|
| 3 |
import os
|
| 4 |
|
| 5 |
import hydra
|
| 6 |
|
| 7 |
import aiflows
|
| 8 |
-
from aiflows.flow_launchers import FlowLauncher
|
| 9 |
-
from aiflows.
|
|
|
|
| 10 |
|
| 11 |
from aiflows import logging
|
| 12 |
from aiflows.flow_cache import CACHING_PARAMETERS, clear_cache
|
| 13 |
|
| 14 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 15 |
# clear_cache() # Uncomment this line to clear the cache
|
| 16 |
|
| 17 |
logging.set_verbosity_debug()
|
| 18 |
|
| 19 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 20 |
if __name__ == "__main__":
|
| 21 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 22 |
|
| 23 |
-
#
|
| 24 |
root_dir = "."
|
| 25 |
cfg_path = os.path.join(root_dir, "demo.yaml")
|
| 26 |
cfg = read_yaml_file(cfg_path)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 27 |
|
| 28 |
-
#
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
"
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
# This can be a list of samples
|
| 45 |
-
data = {"id": 0} # Add your data here
|
| 46 |
-
|
| 47 |
-
# ~~~ Run inference ~~~
|
| 48 |
-
path_to_output_file = None
|
| 49 |
-
# path_to_output_file = "output.jsonl" # Uncomment this line to save the output to disk
|
| 50 |
-
|
| 51 |
-
_, outputs = FlowLauncher.launch(
|
| 52 |
-
flow_with_interfaces=flow_with_interfaces,
|
| 53 |
data=data,
|
| 54 |
-
path_to_output_file=path_to_output_file,
|
| 55 |
)
|
| 56 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 57 |
# ~~~ Print the output ~~~
|
| 58 |
-
|
| 59 |
-
print(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import os
|
| 2 |
|
| 3 |
import hydra
|
| 4 |
|
| 5 |
import aiflows
|
| 6 |
+
from aiflows.flow_launchers import FlowLauncher
|
| 7 |
+
from aiflows.backends.api_info import ApiInfo
|
| 8 |
+
from aiflows.utils.general_helpers import read_yaml_file, quick_load_api_keys
|
| 9 |
|
| 10 |
from aiflows import logging
|
| 11 |
from aiflows.flow_cache import CACHING_PARAMETERS, clear_cache
|
| 12 |
|
| 13 |
+
from aiflows.utils import serve_utils
|
| 14 |
+
from aiflows.workers import run_dispatch_worker_thread
|
| 15 |
+
from aiflows.messages import FlowMessage
|
| 16 |
+
from aiflows.interfaces import KeyInterface
|
| 17 |
+
from aiflows.utils.colink_utils import start_colink_server
|
| 18 |
+
from aiflows.workers import run_dispatch_worker_thread
|
| 19 |
+
|
| 20 |
+
CACHING_PARAMETERS.do_caching = False # Set to True in order to disable caching
|
| 21 |
# clear_cache() # Uncomment this line to clear the cache
|
| 22 |
|
| 23 |
logging.set_verbosity_debug()
|
| 24 |
|
| 25 |
|
| 26 |
+
dependencies = [
|
| 27 |
+
{"url": "aiflows/FlowModule", "revision": os.getcwd()}
|
| 28 |
+
]
|
| 29 |
+
|
| 30 |
+
from aiflows import flow_verse
|
| 31 |
+
flow_verse.sync_dependencies(dependencies)
|
| 32 |
if __name__ == "__main__":
|
| 33 |
|
| 34 |
+
#1. ~~~~~ Set up a colink server ~~~~
|
| 35 |
+
FLOW_MODULES_PATH = "./"
|
| 36 |
+
|
| 37 |
+
cl = start_colink_server()
|
| 38 |
+
|
| 39 |
|
| 40 |
+
#2. ~~~~~Load flow config~~~~~~
|
| 41 |
root_dir = "."
|
| 42 |
cfg_path = os.path.join(root_dir, "demo.yaml")
|
| 43 |
cfg = read_yaml_file(cfg_path)
|
| 44 |
+
|
| 45 |
+
#2.1 ~~~ Set the API information ~~~
|
| 46 |
+
# OpenAI backend
|
| 47 |
+
api_information = [ApiInfo(backend_used="openai",
|
| 48 |
+
api_key = os.getenv("OPENAI_API_KEY"))]
|
| 49 |
+
# # Azure backend
|
| 50 |
+
# api_information = ApiInfo(backend_used = "azure",
|
| 51 |
+
# api_base = os.getenv("AZURE_API_BASE"),
|
| 52 |
+
# api_key = os.getenv("AZURE_OPENAI_KEY"),
|
| 53 |
+
# api_version = os.getenv("AZURE_API_VERSION") )
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
quick_load_api_keys(cfg, api_information, key="api_infos")
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
#3. ~~~~ Serve The Flow ~~~~
|
| 60 |
+
serve_utils.recursive_serve_flow(
|
| 61 |
+
cl = cl,
|
| 62 |
+
flow_type="FlowModule",
|
| 63 |
+
default_config=cfg,
|
| 64 |
+
default_state=None,
|
| 65 |
+
default_dispatch_point="coflows_dispatch"
|
| 66 |
+
)
|
| 67 |
+
|
| 68 |
+
#4. ~~~~~Start A Worker Thread~~~~~
|
| 69 |
+
run_dispatch_worker_thread(cl, dispatch_point="coflows_dispatch", flow_modules_base_path=FLOW_MODULES_PATH)
|
| 70 |
|
| 71 |
+
#5. ~~~~~Mount the flow and get its proxy~~~~~~
|
| 72 |
+
proxy_flow = serve_utils.recursive_mount(
|
| 73 |
+
cl=cl,
|
| 74 |
+
client_id="local",
|
| 75 |
+
flow_type="FlowModule",
|
| 76 |
+
config_overrides=None,
|
| 77 |
+
initial_state=None,
|
| 78 |
+
dispatch_point_override=None,
|
| 79 |
+
)
|
| 80 |
+
|
| 81 |
+
#6. ~~~ Get the data ~~~
|
| 82 |
+
data = {"id": 0} # This can be a list of samples
|
| 83 |
+
# data = {"id": 0, "question": "Who was the NBA champion in 2023?"} # This can be a list of samples
|
| 84 |
+
|
| 85 |
+
#option1: use the FlowMessage class
|
| 86 |
+
input_message = FlowMessage(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 87 |
data=data,
|
|
|
|
| 88 |
)
|
| 89 |
|
| 90 |
+
#option2: use the proxy_flow
|
| 91 |
+
#input_message = proxy_flow._package_input_message(data = data)
|
| 92 |
+
|
| 93 |
+
#7. ~~~ Run inference ~~~
|
| 94 |
+
future = proxy_flow.send_message_blocking(input_message)
|
| 95 |
+
|
| 96 |
+
#uncomment this line if you would like to get the full message back
|
| 97 |
+
#reply_message = future.get_message()
|
| 98 |
+
reply_data = future.get_data()
|
| 99 |
+
|
| 100 |
# ~~~ Print the output ~~~
|
| 101 |
+
print("~~~~~~Reply~~~~~~")
|
| 102 |
+
print(reply_data)
|
| 103 |
+
|
| 104 |
+
|
| 105 |
+
#8. ~~~~ (Optional) apply output interface on reply ~~~~
|
| 106 |
+
# output_interface = KeyInterface(
|
| 107 |
+
# keys_to_rename={"api_output": "answer"},
|
| 108 |
+
# )
|
| 109 |
+
# print("Output: ", output_interface(reply_data))
|
| 110 |
+
|
| 111 |
+
|
| 112 |
+
#9. ~~~~~Optional: Unserve Flow~~~~~~
|
| 113 |
+
# serve_utils.delete_served_flow(cl, "ChatWithDemonstrationFlowModule")
|
| 114 |
+
|