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Create app.py
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app.py
ADDED
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| 1 |
+
import base64
|
| 2 |
+
import json
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| 3 |
+
import os
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| 4 |
+
import shutil
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| 5 |
+
import subprocess
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| 6 |
+
import time
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| 7 |
+
import uuid
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| 8 |
+
from pathlib import Path
|
| 9 |
+
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| 10 |
+
import gradio as gr
|
| 11 |
+
import requests
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| 12 |
+
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| 13 |
+
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| 14 |
+
GITHUB_OWNER = os.getenv("GITHUB_OWNER", "rzhub")
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| 15 |
+
GITHUB_REPO = os.getenv("GITHUB_REPO", "GateMem")
|
| 16 |
+
GITHUB_BRANCH = os.getenv("GITHUB_BRANCH", "main")
|
| 17 |
+
LEADERBOARD_PATH = os.getenv("LEADERBOARD_PATH", "docs/assets/leaderboard.json")
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| 18 |
+
PENDING_PATH = os.getenv("PENDING_PATH", "docs/assets/pending_submissions.json")
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| 19 |
+
GITHUB_TOKEN = os.getenv("GITHUB_TOKEN")
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| 20 |
+
ADMIN_PASSWORD = os.getenv("ADMIN_PASSWORD", "")
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| 21 |
+
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| 22 |
+
WORKDIR = Path("/tmp/gatemem_submit")
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| 23 |
+
REPO_DIR = WORKDIR / "GateMem"
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| 24 |
+
SUBMISSIONS_DIR = WORKDIR / "submissions"
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| 25 |
+
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| 26 |
+
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| 27 |
+
def ensure_repo():
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| 28 |
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WORKDIR.mkdir(parents=True, exist_ok=True)
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| 29 |
+
SUBMISSIONS_DIR.mkdir(parents=True, exist_ok=True)
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| 30 |
+
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| 31 |
+
if not REPO_DIR.exists():
|
| 32 |
+
subprocess.run(
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| 33 |
+
["git", "clone", "--depth", "1", "https://github.com/rzhub/GateMem.git", str(REPO_DIR)],
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| 34 |
+
check=True,
|
| 35 |
+
)
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| 36 |
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else:
|
| 37 |
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subprocess.run(["git", "-C", str(REPO_DIR), "pull"], check=False)
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| 38 |
+
|
| 39 |
+
|
| 40 |
+
def github_headers():
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| 41 |
+
if not GITHUB_TOKEN:
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| 42 |
+
raise RuntimeError("GITHUB_TOKEN is not configured.")
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| 43 |
+
return {
|
| 44 |
+
"Authorization": f"Bearer {GITHUB_TOKEN}",
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| 45 |
+
"Accept": "application/vnd.github+json",
|
| 46 |
+
}
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
def github_get_json_file(path):
|
| 50 |
+
url = f"https://api.github.com/repos/{GITHUB_OWNER}/{GITHUB_REPO}/contents/{path}"
|
| 51 |
+
r = requests.get(url, headers=github_headers(), params={"ref": GITHUB_BRANCH}, timeout=30)
|
| 52 |
+
|
| 53 |
+
if r.status_code == 404:
|
| 54 |
+
return [], None
|
| 55 |
+
|
| 56 |
+
r.raise_for_status()
|
| 57 |
+
obj = r.json()
|
| 58 |
+
content = base64.b64decode(obj["content"]).decode("utf-8")
|
| 59 |
+
data = json.loads(content) if content.strip() else []
|
| 60 |
+
return data, obj["sha"]
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
def github_put_json_file(path, data, message, sha=None):
|
| 64 |
+
url = f"https://api.github.com/repos/{GITHUB_OWNER}/{GITHUB_REPO}/contents/{path}"
|
| 65 |
+
encoded = base64.b64encode(
|
| 66 |
+
json.dumps(data, indent=2, ensure_ascii=False).encode("utf-8")
|
| 67 |
+
).decode("utf-8")
|
| 68 |
+
|
| 69 |
+
payload = {
|
| 70 |
+
"message": message,
|
| 71 |
+
"content": encoded,
|
| 72 |
+
"branch": GITHUB_BRANCH,
|
| 73 |
+
}
|
| 74 |
+
if sha:
|
| 75 |
+
payload["sha"] = sha
|
| 76 |
+
|
| 77 |
+
r = requests.put(url, headers=github_headers(), json=payload, timeout=30)
|
| 78 |
+
r.raise_for_status()
|
| 79 |
+
return r.json()
|
| 80 |
+
|
| 81 |
+
|
| 82 |
+
def extract_metrics(summary):
|
| 83 |
+
"""
|
| 84 |
+
Adjust this if your summary.json uses slightly different field names.
|
| 85 |
+
"""
|
| 86 |
+
return {
|
| 87 |
+
"u": float(summary.get("utility_accuracy", 0.0)),
|
| 88 |
+
"a": float(summary.get("privacy_leakage_rate", 0.0)),
|
| 89 |
+
"f": float(summary.get("deletion_leakage_rate", 0.0)),
|
| 90 |
+
"mgs": float(summary.get("compliance_utility_score", 0.0)),
|
| 91 |
+
}
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
def run_scorer(predictions_path, domain, use_llm_judge=False):
|
| 95 |
+
ensure_repo()
|
| 96 |
+
|
| 97 |
+
domain_name = domain.lower()
|
| 98 |
+
run_id = str(uuid.uuid4())[:8]
|
| 99 |
+
out_dir = SUBMISSIONS_DIR / run_id / "eval"
|
| 100 |
+
out_dir.mkdir(parents=True, exist_ok=True)
|
| 101 |
+
|
| 102 |
+
data_dir = REPO_DIR / "bench" / "data" / domain_name
|
| 103 |
+
|
| 104 |
+
cmd = [
|
| 105 |
+
"python",
|
| 106 |
+
str(REPO_DIR / "bench" / "scripts" / "score_predictions.py"),
|
| 107 |
+
"--data_dir",
|
| 108 |
+
str(data_dir),
|
| 109 |
+
"--predictions",
|
| 110 |
+
str(predictions_path),
|
| 111 |
+
"--out_dir",
|
| 112 |
+
str(out_dir),
|
| 113 |
+
]
|
| 114 |
+
|
| 115 |
+
if use_llm_judge:
|
| 116 |
+
cmd += [
|
| 117 |
+
"--use_llm_judge",
|
| 118 |
+
"--judge_provider",
|
| 119 |
+
"openai",
|
| 120 |
+
"--judge_model",
|
| 121 |
+
"gpt-4o",
|
| 122 |
+
]
|
| 123 |
+
|
| 124 |
+
env = os.environ.copy()
|
| 125 |
+
proc = subprocess.run(
|
| 126 |
+
cmd,
|
| 127 |
+
cwd=str(REPO_DIR),
|
| 128 |
+
env=env,
|
| 129 |
+
text=True,
|
| 130 |
+
stdout=subprocess.PIPE,
|
| 131 |
+
stderr=subprocess.STDOUT,
|
| 132 |
+
)
|
| 133 |
+
|
| 134 |
+
if proc.returncode != 0:
|
| 135 |
+
raise RuntimeError(f"Scoring failed:\n{proc.stdout}")
|
| 136 |
+
|
| 137 |
+
summary_path = out_dir / "summary.json"
|
| 138 |
+
if not summary_path.exists():
|
| 139 |
+
raise RuntimeError(f"summary.json not found. Scorer output:\n{proc.stdout}")
|
| 140 |
+
|
| 141 |
+
summary = json.loads(summary_path.read_text(encoding="utf-8"))
|
| 142 |
+
metrics = extract_metrics(summary)
|
| 143 |
+
|
| 144 |
+
return metrics, str(summary_path), proc.stdout
|
| 145 |
+
|
| 146 |
+
|
| 147 |
+
def submit_result(predictions_file, method, backbone, domain, family, contact, code_url, use_llm_judge):
|
| 148 |
+
if predictions_file is None:
|
| 149 |
+
return "Please upload predictions.jsonl."
|
| 150 |
+
|
| 151 |
+
if not method.strip():
|
| 152 |
+
return "Please provide a method name."
|
| 153 |
+
|
| 154 |
+
submit_id = f"{int(time.time())}-{uuid.uuid4().hex[:8]}"
|
| 155 |
+
submit_dir = SUBMISSIONS_DIR / submit_id
|
| 156 |
+
submit_dir.mkdir(parents=True, exist_ok=True)
|
| 157 |
+
|
| 158 |
+
pred_path = submit_dir / "predictions.jsonl"
|
| 159 |
+
shutil.copy(predictions_file.name, pred_path)
|
| 160 |
+
|
| 161 |
+
try:
|
| 162 |
+
metrics, summary_path, logs = run_scorer(pred_path, domain, use_llm_judge=use_llm_judge)
|
| 163 |
+
except Exception as e:
|
| 164 |
+
return f"Submission failed:\n{e}"
|
| 165 |
+
|
| 166 |
+
row = {
|
| 167 |
+
"submission_id": submit_id,
|
| 168 |
+
"method": method.strip(),
|
| 169 |
+
"backbone": backbone,
|
| 170 |
+
"domain": domain,
|
| 171 |
+
"family": family,
|
| 172 |
+
"u": round(metrics["u"], 1),
|
| 173 |
+
"a": round(metrics["a"], 1),
|
| 174 |
+
"f": round(metrics["f"], 1),
|
| 175 |
+
"mgs": round(metrics["mgs"], 1),
|
| 176 |
+
"source": "external",
|
| 177 |
+
"verified": False,
|
| 178 |
+
"contact": contact.strip(),
|
| 179 |
+
"code_url": code_url.strip(),
|
| 180 |
+
"created_at": int(time.time()),
|
| 181 |
+
}
|
| 182 |
+
|
| 183 |
+
pending, sha = github_get_json_file(PENDING_PATH)
|
| 184 |
+
pending.append(row)
|
| 185 |
+
github_put_json_file(
|
| 186 |
+
PENDING_PATH,
|
| 187 |
+
pending,
|
| 188 |
+
f"Add pending GateMem submission: {method.strip()}",
|
| 189 |
+
sha=sha,
|
| 190 |
+
)
|
| 191 |
+
|
| 192 |
+
return (
|
| 193 |
+
"Submitted and scored successfully.\n\n"
|
| 194 |
+
f"Status: pending maintainer approval\n"
|
| 195 |
+
f"Submission ID: {submit_id}\n\n"
|
| 196 |
+
f"U={row['u']}, A={row['a']}, F={row['f']}, MGS={row['mgs']}"
|
| 197 |
+
)
|
| 198 |
+
|
| 199 |
+
|
| 200 |
+
def list_pending(password):
|
| 201 |
+
if password != ADMIN_PASSWORD:
|
| 202 |
+
return "Invalid admin password."
|
| 203 |
+
|
| 204 |
+
pending, _ = github_get_json_file(PENDING_PATH)
|
| 205 |
+
if not pending:
|
| 206 |
+
return "No pending submissions."
|
| 207 |
+
|
| 208 |
+
lines = []
|
| 209 |
+
for item in pending:
|
| 210 |
+
lines.append(
|
| 211 |
+
f"{item['submission_id']} | {item['method']} | {item['backbone']} | "
|
| 212 |
+
f"{item['domain']} | U={item['u']} A={item['a']} F={item['f']} MGS={item['mgs']}"
|
| 213 |
+
)
|
| 214 |
+
|
| 215 |
+
return "\n".join(lines)
|
| 216 |
+
|
| 217 |
+
|
| 218 |
+
def approve_submission(password, submission_id):
|
| 219 |
+
if password != ADMIN_PASSWORD:
|
| 220 |
+
return "Invalid admin password."
|
| 221 |
+
|
| 222 |
+
pending, pending_sha = github_get_json_file(PENDING_PATH)
|
| 223 |
+
leaderboard, leaderboard_sha = github_get_json_file(LEADERBOARD_PATH)
|
| 224 |
+
|
| 225 |
+
target = None
|
| 226 |
+
remaining = []
|
| 227 |
+
for item in pending:
|
| 228 |
+
if item["submission_id"] == submission_id.strip():
|
| 229 |
+
target = item
|
| 230 |
+
else:
|
| 231 |
+
remaining.append(item)
|
| 232 |
+
|
| 233 |
+
if target is None:
|
| 234 |
+
return f"Submission not found: {submission_id}"
|
| 235 |
+
|
| 236 |
+
target["verified"] = True
|
| 237 |
+
target["approved_at"] = int(time.time())
|
| 238 |
+
|
| 239 |
+
leaderboard.append(target)
|
| 240 |
+
|
| 241 |
+
github_put_json_file(
|
| 242 |
+
LEADERBOARD_PATH,
|
| 243 |
+
leaderboard,
|
| 244 |
+
f"Approve GateMem leaderboard submission: {target['method']}",
|
| 245 |
+
sha=leaderboard_sha,
|
| 246 |
+
)
|
| 247 |
+
github_put_json_file(
|
| 248 |
+
PENDING_PATH,
|
| 249 |
+
remaining,
|
| 250 |
+
f"Remove approved pending submission: {target['method']}",
|
| 251 |
+
sha=pending_sha,
|
| 252 |
+
)
|
| 253 |
+
|
| 254 |
+
return (
|
| 255 |
+
f"Approved and added to leaderboard:\n"
|
| 256 |
+
f"{target['method']} | {target['backbone']} | {target['domain']} | "
|
| 257 |
+
f"MGS={target['mgs']}"
|
| 258 |
+
)
|
| 259 |
+
|
| 260 |
+
|
| 261 |
+
with gr.Blocks(title="GateMem Result Submission") as demo:
|
| 262 |
+
gr.Markdown("# GateMem Result Submission")
|
| 263 |
+
gr.Markdown(
|
| 264 |
+
"Upload `predictions.jsonl` generated by your method. "
|
| 265 |
+
"The server scores it with the official GateMem evaluator and stores it as a pending submission."
|
| 266 |
+
)
|
| 267 |
+
|
| 268 |
+
with gr.Tab("Submit Result"):
|
| 269 |
+
predictions_file = gr.File(label="predictions.jsonl", file_types=[".jsonl"])
|
| 270 |
+
method = gr.Textbox(label="Method name", placeholder="e.g., MyMemoryAgent")
|
| 271 |
+
backbone = gr.Dropdown(
|
| 272 |
+
["GPT-5-mini", "GPT-4o-mini", "Gemini-2.5-Flash-Lite", "Other"],
|
| 273 |
+
label="Backbone model",
|
| 274 |
+
value="GPT-5-mini",
|
| 275 |
+
)
|
| 276 |
+
domain = gr.Dropdown(
|
| 277 |
+
["Medical", "Office", "Education", "Household"],
|
| 278 |
+
label="Domain",
|
| 279 |
+
value="Medical",
|
| 280 |
+
)
|
| 281 |
+
family = gr.Dropdown(
|
| 282 |
+
["Full-context", "RAG", "External memory", "Other"],
|
| 283 |
+
label="Method family",
|
| 284 |
+
value="Other",
|
| 285 |
+
)
|
| 286 |
+
contact = gr.Textbox(label="Contact email")
|
| 287 |
+
code_url = gr.Textbox(label="Code URL / commit / artifact link")
|
| 288 |
+
use_llm_judge = gr.Checkbox(
|
| 289 |
+
label="Use LLM judge if server is configured",
|
| 290 |
+
value=False,
|
| 291 |
+
)
|
| 292 |
+
submit_btn = gr.Button("Submit and Score", variant="primary")
|
| 293 |
+
submit_out = gr.Textbox(label="Submission status", lines=8)
|
| 294 |
+
|
| 295 |
+
submit_btn.click(
|
| 296 |
+
submit_result,
|
| 297 |
+
inputs=[predictions_file, method, backbone, domain, family, contact, code_url, use_llm_judge],
|
| 298 |
+
outputs=submit_out,
|
| 299 |
+
)
|
| 300 |
+
|
| 301 |
+
with gr.Tab("Admin"):
|
| 302 |
+
admin_password = gr.Textbox(label="Admin password", type="password")
|
| 303 |
+
list_btn = gr.Button("List Pending Submissions")
|
| 304 |
+
pending_out = gr.Textbox(label="Pending submissions", lines=12)
|
| 305 |
+
|
| 306 |
+
submission_id = gr.Textbox(label="Submission ID to approve")
|
| 307 |
+
approve_btn = gr.Button("Approve and Update Leaderboard", variant="primary")
|
| 308 |
+
approve_out = gr.Textbox(label="Approval status", lines=6)
|
| 309 |
+
|
| 310 |
+
list_btn.click(list_pending, inputs=[admin_password], outputs=pending_out)
|
| 311 |
+
approve_btn.click(approve_submission, inputs=[admin_password, submission_id], outputs=approve_out)
|
| 312 |
+
|
| 313 |
+
|
| 314 |
+
if __name__ == "__main__":
|
| 315 |
+
ensure_repo()
|
| 316 |
+
demo.launch()
|