embedding.py
1.45 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
"""Embedding provider - HTTP service."""
from __future__ import annotations
from config.services_config import (
get_embedding_config,
get_embedding_image_base_url,
get_embedding_text_base_url,
)
def create_embedding_provider() -> "EmbeddingProvider":
"""Create embedding provider from services config."""
cfg = get_embedding_config()
provider = (cfg.provider or "http").strip().lower()
if provider != "http":
raise ValueError(f"Unsupported embedding provider: {provider}")
return EmbeddingProvider()
class EmbeddingProvider:
"""
Provides text and image encoders. Both use HTTP embedding service
configured via services_config.
"""
def __init__(self) -> None:
self._text_base_url = get_embedding_text_base_url()
self._image_base_url = get_embedding_image_base_url()
from embeddings.text_encoder import TextEmbeddingEncoder
from embeddings.image_encoder import CLIPImageEncoder
# Initialize once; avoid per-access instantiation.
self._text_encoder = TextEmbeddingEncoder(service_url=self._text_base_url)
self._image_encoder = CLIPImageEncoder(service_url=self._image_base_url)
@property
def text_encoder(self):
"""Pre-initialized text encoder (TextEmbeddingEncoder)."""
return self._text_encoder
@property
def image_encoder(self):
"""Pre-initialized image encoder (CLIPImageEncoder)."""
return self._image_encoder