this repo has no description
Get webserver up and running
+922
-39
+4
pyproject.toml
+4
pyproject.toml
+148
scripts/serving/main.py
+148
scripts/serving/main.py
···
1
+
from argparse import ArgumentParser
2
+
import json
3
+
import os
4
+
from typing import List, Union
5
+
6
+
from atproto import AsyncIdResolver
7
+
import faiss
8
+
from fastapi import FastAPI, HTTPException
9
+
from fastapi.responses import HTMLResponse
10
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from jinja2 import Template
11
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import numpy as np
12
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import httpx
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import torch
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+
15
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from scripts.utils import get_logger
16
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from scripts.training.models import FollowEmbedModule
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+
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logger = get_logger(__name__)
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+
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BSKY_URL = "https://public.api.bsky.app"
21
+
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for var in ["CHECKPOINT_PATH", "DID_ID_MAP_PATH"]:
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if var not in os.environ:
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raise ValueError(f"Missing required env var: {var}")
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checkpoint_path = os.environ["CHECKPOINT_PATH"]
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did_id_map_path = os.environ["DID_ID_MAP_PATH"]
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logger.info("Loading model from checkpoint...")
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model = FollowEmbedModule.load_from_checkpoint(checkpoint_path, device="cpu")
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source_embed = model.source_embed.embed.weight.cpu().detach().to(torch.float16).numpy()
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target_embed = model.target_embed.embed.weight.cpu().detach().to(torch.float16).numpy()
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del model # Manual memory mgmt is cool
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with open(did_id_map_path, "r") as in_file:
34
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did_id_map: dict[str, int] = json.load(in_file)
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+
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id_did_map = {value: key for key, value in did_id_map.items()}
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+
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logger.info("Building index...")
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source_index = faiss.IndexHNSWFlat(target_embed.shape[1], 32)
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source_index.add(target_embed) # type: ignore
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logger.info("Index constructed")
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+
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+
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async def get_follows(did: str) -> List[str]:
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follows = []
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try:
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async with httpx.AsyncClient() as client:
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data = await client.get(
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BSKY_URL + "/xrpc/app.bsky.graph.getFollows",
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params={"actor": did, "limit": 100},
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headers={"Content-Type": "application/json"},
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)
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data = data.json()
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for follow in data["follows"]:
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follows.append(follow["did"])
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except Exception as e:
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raise e
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+
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if "cursor" not in data:
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return follows
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+
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# Limit to 2000 follows per account
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while data["cursor"] and len(follows) < 2000:
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try:
65
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async with httpx.AsyncClient() as client:
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data = await client.get(
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BSKY_URL + "/xrpc/app.bsky.graph.getFollows",
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params={"actor": did, "limit": 100, "cursor": data["cursor"]},
69
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headers={"Content-Type": "application/json"},
70
+
)
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data = data.json()
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for follow in data["follows"]:
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follows.append(follow["did"])
74
+
75
+
if "cursor" not in data:
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break
77
+
except Exception as e:
78
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raise e
79
+
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return follows
81
+
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+
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+
async def get_profiles(dids: list[str]):
84
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profiles = []
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try:
86
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async with httpx.AsyncClient() as client:
87
+
data = await client.get(
88
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BSKY_URL + "/xrpc/app.bsky.actor.getProfiles",
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params={"actors": dids},
90
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headers={"Content-Type": "application/json"},
91
+
)
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data = data.json()
93
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for profile in data["profiles"]:
94
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profiles.append(profile)
95
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return profiles
96
+
except Exception as e:
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raise e
98
+
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+
100
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async def get_recs(did: str):
101
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follows = await get_follows(did)
102
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logger.info(f"Number of follows: {len(follows)}")
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+
104
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user_id = did_id_map[did]
105
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user_vec = np.expand_dims(source_embed[user_id, :], axis=0) # (1,256)
106
+
107
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_, neighbors = source_index.search(user_vec, 25) # type: ignore
108
+
neigh_dids: list[str] = []
109
+
for neigh in neighbors[0]:
110
+
neigh_did: str = id_did_map[neigh.item()]
111
+
if neigh_did not in follows:
112
+
neigh_dids.append(neigh_did)
113
+
114
+
profiles = await get_profiles(neigh_dids)
115
+
return profiles
116
+
117
+
118
+
app = FastAPI()
119
+
120
+
with open(
121
+
os.path.join(os.path.dirname(os.path.abspath(__file__)), "page.html"), "r"
122
+
) as template_file:
123
+
template_str = template_file.read()
124
+
template = Template(template_str)
125
+
126
+
127
+
@app.get("/")
128
+
async def render_page(query: Union[str, None] = None):
129
+
logger.info(f"Received query: {query}")
130
+
if not query:
131
+
result = template.render(profiles=[], query="")
132
+
return HTMLResponse(content=result)
133
+
134
+
# If it doesn't start with 'did' resolve as handle
135
+
if query[:4] == "did":
136
+
did = query
137
+
else:
138
+
resolver = AsyncIdResolver()
139
+
did = await resolver.handle.resolve(query)
140
+
if did is None:
141
+
return HTTPException(status_code=500, detail="Couldn't resolve handle")
142
+
143
+
recs = await get_recs(did)
144
+
for rec in recs:
145
+
if "avatar" in rec:
146
+
rec["avatar"] = rec["avatar"].replace("avatar", "avatar_thumbnail")
147
+
result = template.render(profiles=recs, query=query)
148
+
return HTMLResponse(content=result)
+179
scripts/serving/page.html
+179
scripts/serving/page.html
···
1
+
<!DOCTYPE html>
2
+
<head>
3
+
<meta charset="UTF-8">
4
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
5
+
<title>Bluesky Recommendations</title>
6
+
<style>
7
+
* {
8
+
margin: 0;
9
+
padding: 0;
10
+
box-sizing: border-box;
11
+
}
12
+
13
+
body {
14
+
font-family: 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, sans-serif;
15
+
background: #f8f5d7;
16
+
min-height: 100vh;
17
+
padding: 40px 20px;
18
+
}
19
+
20
+
.container {
21
+
max-width: 750px;
22
+
margin: 0 auto;
23
+
padding-top: 80px;
24
+
}
25
+
26
+
.list-contianer {
27
+
max-width: 500px;
28
+
}
29
+
30
+
h1 {
31
+
color: rgb(0, 0, 0);
32
+
text-align: center;
33
+
margin-bottom: 40px;
34
+
font-size: 2.5em;
35
+
}
36
+
37
+
.profiles-grid {
38
+
display: flex;
39
+
gap: 24px;
40
+
padding: 12px;
41
+
}
42
+
43
+
.profile-card {
44
+
background: rgb(255, 254, 241);
45
+
border-radius: 10px;
46
+
padding: 24px;
47
+
margin: 15px 10px;
48
+
box-shadow: 0 5px 5px rgba(0,0,0,0.2);
49
+
transition: transform 0.3s ease, box-shadow 0.3s ease;
50
+
cursor: pointer;
51
+
display: flex;
52
+
align-items: center;
53
+
}
54
+
55
+
.profile-card:hover {
56
+
transform: scale(1.02);
57
+
box-shadow: 0 5px 5px rgba(0,0,0,0.3);
58
+
}
59
+
60
+
.profile-image {
61
+
max-width: 80px;
62
+
max-height: 80px;
63
+
aspect-ratio: 1;
64
+
border-radius: 55px;
65
+
object-fit: cover;
66
+
}
67
+
68
+
.profile-info {
69
+
text-align: left;
70
+
margin-left: 25px;
71
+
}
72
+
73
+
.display-name {
74
+
font-size: 1.4em;
75
+
font-weight: 600;
76
+
color: #2d3748;
77
+
margin-bottom: 2px;
78
+
}
79
+
80
+
.did {
81
+
font-size: 0.9em;
82
+
color: #718096;
83
+
font-family: 'Courier New', monospace;
84
+
background: #f7fafc;
85
+
padding: 6px 12px;
86
+
margin-bottom: 4px;
87
+
border-radius: 8px;
88
+
word-break: break-all;
89
+
width: fit-content;
90
+
}
91
+
.description {
92
+
font-size: 0.95em;
93
+
color: #4a5568;
94
+
line-height: 1.5;
95
+
margin-bottom: 12px;
96
+
padding-left: 6px;
97
+
}
98
+
99
+
.search-container {
100
+
margin: 0 auto 30px;
101
+
padding: 0 10px;
102
+
}
103
+
.search-container form {
104
+
display: flex;
105
+
gap: 10px;
106
+
width: 100%;
107
+
}
108
+
.search-input {
109
+
flex: 1;
110
+
padding: 12px 16px;
111
+
font-size: 1em;
112
+
border: 2px solid #e2e8f0;
113
+
border-radius: 8px;
114
+
background: rgb(255, 254, 241);
115
+
font-family: 'Courier New', monospace;
116
+
}
117
+
.search-input:focus {
118
+
outline: none;
119
+
border-color: #667eea;
120
+
}
121
+
.search-button {
122
+
padding: 12px 24px;
123
+
font-size: 1em;
124
+
font-weight: 600;
125
+
background: #667eea;
126
+
color: white;
127
+
border: none;
128
+
border-radius: 8px;
129
+
cursor: pointer;
130
+
transition: background 0.3s ease;
131
+
}
132
+
.search-button:hover {
133
+
background: #5568d3;
134
+
}
135
+
136
+
.blurb {
137
+
text-align: center;
138
+
margin-bottom: 10px;
139
+
}
140
+
</style>
141
+
</head>
142
+
<body>
143
+
<div class="container">
144
+
<h1>Bluesky Account Recommendations</h1>
145
+
146
+
<p class="blurb">Enter your bluesky handle or DID and get a list of recommended accounts!</p>
147
+
148
+
<div class="search-container">
149
+
<form onsubmit="event.preventDefault(); searchProfile();">
150
+
<input type="text" id="searchInput" placeholder="Enter handle or DID (e.g. johndoe.bsky.social)..." class="search-input" value="{{ query }}">
151
+
<button type="submit" class="search-button">Go</button>
152
+
</form>
153
+
</div>
154
+
155
+
<ul class="list-container">
156
+
{% for profile in profiles %}
157
+
<div class="profile-card" onclick="window.open('https://bsky.app/profile/{{ profile.handle }}', '_blank')">
158
+
<img src={{ profile.avatar }} alt="Profile" class="profile-image">
159
+
<div class="profile-info">
160
+
<div class="display-name">@{{ profile.handle }}</div>
161
+
<div class="did">{{ profile.did }}</div>
162
+
<div class="description">{{ profile.description }}</div>
163
+
</div>
164
+
</div>
165
+
{% endfor %}
166
+
</ul>
167
+
168
+
<script>
169
+
function searchProfile() {
170
+
const searchValue = document.getElementById('searchInput').value.trim();
171
+
if (searchValue) {
172
+
const url = new URL(window.location.href);
173
+
url.searchParams.set('query', searchValue);
174
+
window.location.href = url.toString();
175
+
}
176
+
}
177
+
</script>
178
+
</div>
179
+
</body>
-38
scripts/training/serve.py
-38
scripts/training/serve.py
···
1
-
from argparse import ArgumentParser
2
-
import json
3
-
4
-
from scripts.training.models import UserEmbedding, FollowEmbedModule
5
-
6
-
7
-
def main(checkpoint_path: str, id_map_path: str):
8
-
model = FollowEmbedModule.load_from_checkpoint(checkpoint_path)
9
-
10
-
print(f"Shape of source embed weights: {model.source_embed.embed.weight.shape}")
11
-
with open(id_map_path, "r") as in_file:
12
-
did_id_map = json.load(in_file)
13
-
14
-
did = "did:plc:uxmy3zztxyhfk6mxrkun5tpr"
15
-
user_id = did_id_map[did]
16
-
print(f"did: {did}")
17
-
print(f"id: {did_id_map[did]}")
18
-
19
-
source_tensor = model.source_embed.embed.weight[user_id, :]
20
-
print(f"Embedding: {source_tensor}")
21
-
22
-
23
-
if __name__ == "__main__":
24
-
parser = ArgumentParser()
25
-
parser.add_argument(
26
-
"--checkpoint",
27
-
required=True,
28
-
help="Path to model checkpoint file",
29
-
)
30
-
parser.add_argument(
31
-
"--did-id-map",
32
-
dest="did_id_map",
33
-
required=True,
34
-
help="Path to did_id_map file",
35
-
)
36
-
args = parser.parse_args()
37
-
38
-
main(checkpoint_path=args.checkpoint, id_map_path=args.did_id_map)
+2
-1
scripts/utils.py
+2
-1
scripts/utils.py
+589
uv.lock
+589
uv.lock
···
489
489
]
490
490
491
491
[[package]]
492
+
name = "email-validator"
493
+
version = "2.3.0"
494
+
source = { registry = "https://pypi.org/simple" }
495
+
dependencies = [
496
+
{ name = "dnspython", version = "2.7.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
497
+
{ name = "dnspython", version = "2.8.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
498
+
{ name = "idna" },
499
+
]
500
+
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501
+
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502
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503
+
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504
+
505
+
[[package]]
492
506
name = "exceptiongroup"
493
507
version = "1.3.0"
494
508
source = { registry = "https://pypi.org/simple" }
···
501
515
]
502
516
503
517
[[package]]
518
+
name = "faiss-cpu"
519
+
version = "1.12.0"
520
+
source = { registry = "https://pypi.org/simple" }
521
+
dependencies = [
522
+
{ name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
523
+
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
524
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{ name = "numpy", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
525
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526
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527
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1929
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1935
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1936
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1730
1937
[[package]]
1731
1938
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1732
1939
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···
1858
2065
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1859
2066
1860
2067
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1861
2086
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1862
2087
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1863
2088
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···
1988
2213
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1989
2214
1990
2215
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2404
2025
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2418
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2041
2434
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2042
2435
2043
2436
[[package]]
···
2169
2562
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2170
2563
2171
2564
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2565
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2566
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2579
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2580
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2172
2581
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2173
2582
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2174
2583
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2205
2614
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2645
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