Revert "Feature/configure flows (#345)"

This reverts commit a9197d11ee.
This commit is contained in:
Cyber MacGeddon 2025-04-25 19:02:08 +01:00
parent 3adb3cf59c
commit 1822ca395f
125 changed files with 2628 additions and 3751 deletions

View file

@ -4,37 +4,89 @@ Embeddings service, applies an embeddings model selected from HuggingFace.
Input is text, output is embeddings vector.
"""
from ... base import EmbeddingsService
from langchain_huggingface import HuggingFaceEmbeddings
default_ident = "embeddings"
from trustgraph.schema import EmbeddingsRequest, EmbeddingsResponse, Error
from trustgraph.schema import embeddings_request_queue
from trustgraph.schema import embeddings_response_queue
from trustgraph.log_level import LogLevel
from trustgraph.base import ConsumerProducer
module = ".".join(__name__.split(".")[1:-1])
default_input_queue = embeddings_request_queue
default_output_queue = embeddings_response_queue
default_subscriber = module
default_model="all-MiniLM-L6-v2"
class Processor(EmbeddingsService):
class Processor(ConsumerProducer):
def __init__(self, **params):
input_queue = params.get("input_queue", default_input_queue)
output_queue = params.get("output_queue", default_output_queue)
subscriber = params.get("subscriber", default_subscriber)
model = params.get("model", default_model)
super(Processor, self).__init__(
**params | { "model": model }
**params | {
"input_queue": input_queue,
"output_queue": output_queue,
"subscriber": subscriber,
"input_schema": EmbeddingsRequest,
"output_schema": EmbeddingsResponse,
}
)
print("Get model...", flush=True)
self.embeddings = HuggingFaceEmbeddings(model_name=model)
async def on_embeddings(self, text):
async def handle(self, msg):
embeds = self.embeddings.embed_documents([text])
print("Done.", flush=True)
return embeds
v = msg.value()
# Sender-produced ID
id = msg.properties()["id"]
print(f"Handling input {id}...", flush=True)
try:
text = v.text
embeds = self.embeddings.embed_documents([text])
print("Send response...", flush=True)
r = EmbeddingsResponse(vectors=embeds, error=None)
await self.send(r, properties={"id": id})
print("Done.", flush=True)
except Exception as e:
print(f"Exception: {e}")
print("Send error response...", flush=True)
r = EmbeddingsResponse(
error=Error(
type = "llm-error",
message = str(e),
),
response=None,
)
await self.send(r, properties={"id": id})
self.consumer.acknowledge(msg)
@staticmethod
def add_args(parser):
EmbeddingsService.add_args(parser)
ConsumerProducer.add_args(
parser, default_input_queue, default_subscriber,
default_output_queue,
)
parser.add_argument(
'-m', '--model',
@ -44,5 +96,5 @@ class Processor(EmbeddingsService):
def run():
Processor.launch(default_ident, __doc__)
Processor.launch(module, __doc__)