trustgraph/trustgraph-cli/scripts/tg-save-doc-embeds
cybermaggedon bed7423c26
- Added load/save API for document embeddings (#269)
- tg-load-doc-embeds and tg-save-doc-embeds command line utils
2025-01-16 00:00:59 +00:00

198 lines
4.9 KiB
Python
Executable file

#!/usr/bin/env python3
"""
This utility connects to a running TrustGraph through the API and creates
a knowledge core from the data streaming through the processing queues.
For completeness of data, tg-save-kg-core should be initiated before data
loading takes place. The default output format, msgpack should be used.
JSON output format is also available - msgpack produces a more compact
representation, which is also more performant to load.
"""
import aiohttp
import asyncio
import msgpack
import json
import sys
import argparse
import os
import signal
class Running:
def __init__(self): self.running = True
def get(self): return self.running
def stop(self): self.running = False
async def fetch_de(running, queue, user, collection, url):
async with aiohttp.ClientSession() as session:
de_url = f"{url}stream/document-embeddings"
async with session.ws_connect(de_url) as ws:
while running.get():
try:
msg = await asyncio.wait_for(ws.receive(), 1)
except:
continue
if msg.type == aiohttp.WSMsgType.TEXT:
data = msg.json()
if user:
if data["metadata"]["user"] != user:
continue
if collection:
if data["metadata"]["collection"] != collection:
continue
await queue.put([
"de",
{
"m": {
"i": data["metadata"]["id"],
"m": data["metadata"]["metadata"],
"u": data["metadata"]["user"],
"c": data["metadata"]["collection"],
},
"c": [
{
"c": chunk["chunk"],
"v": chunk["vectors"],
}
for chunk in data["chunks"]
]
}
])
if msg.type == aiohttp.WSMsgType.ERROR:
print("Error")
break
de_counts = 0
async def stats(running):
global t_counts
global de_counts
while running.get():
await asyncio.sleep(2)
print(
f"Document embeddings: {de_counts:10d}"
)
async def output(running, queue, path, format):
global t_counts
global de_counts
with open(path, "wb") as f:
while running.get():
try:
msg = await asyncio.wait_for(queue.get(), 0.5)
except:
# Hopefully it's TimeoutError. Annoying to match since
# it changed in 3.11.
continue
if format == "msgpack":
f.write(msgpack.packb(msg, use_bin_type=True))
else:
f.write(json.dumps(msg).encode("utf-8"))
if msg[0] == "de":
de_counts += 1
print("Output file closed")
async def run(running, **args):
q = asyncio.Queue()
de_task = asyncio.create_task(
fetch_de(
running=running,
queue=q, user=args["user"], collection=args["collection"],
url=args["url"] + "api/v1/"
)
)
output_task = asyncio.create_task(
output(
running=running, queue=q,
path=args["output_file"], format=args["format"],
)
)
stats_task = asyncio.create_task(stats(running))
await output_task
await de_task
await stats_task
print("Exiting")
async def main(running):
parser = argparse.ArgumentParser(
prog='tg-save-kg-core',
description=__doc__,
)
default_url = os.getenv("TRUSTGRAPH_API", "http://localhost:8088/")
default_user = "trustgraph"
collection = "default"
parser.add_argument(
'-u', '--url',
default=default_url,
help=f'TrustGraph API URL (default: {default_url})',
)
parser.add_argument(
'-o', '--output-file',
# Make it mandatory, difficult to over-write an existing file
required=True,
help=f'Output file'
)
parser.add_argument(
'--format',
default="msgpack",
choices=["msgpack", "json"],
help=f'Output format (default: msgpack)',
)
parser.add_argument(
'--user',
help=f'User ID to filter on (default: no filter)'
)
parser.add_argument(
'--collection',
help=f'Collection ID to filter on (default: no filter)'
)
args = parser.parse_args()
await run(running, **vars(args))
running = Running()
def interrupt(sig, frame):
running.stop()
print('Interrupt')
signal.signal(signal.SIGINT, interrupt)
asyncio.run(main(running))