AI_SNS / services /llm.py
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Update services/llm.py
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import os, json
from typing import List
from openai import AsyncOpenAI
from schemas import PostOut
from datetime import datetime, timedelta, timezone
OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
if not OPENAI_API_KEY:
raise RuntimeError("OPENAI_API_KEY is required")
client = AsyncOpenAI(api_key=OPENAI_API_KEY)
async def summarize_trends_llm(items: List[dict], brand: str, language: str = "ja") -> str:
"""(既存)トレンド要約"""
sys = "You are a marketing analyst. Summarize social trends succinctly with bullet points and actionable insights."
lang = "日本語" if language == "ja" else "English"
content = f"""Summarize the following social posts for {brand} in {lang}.
Return:
- Key themes (3-5 bullets)
- Opportunities (2-3 bullets)
- Risks (1-2 bullets)
- Suggested angles (3 bullets, ultra concise)
Posts JSON:
{items}
"""
resp = await client.chat.completions.create(
model="gpt-4o-mini",
messages=[{"role":"system","content":sys},{"role":"user","content":content}],
temperature=0.4,
)
return resp.choices[0].message.content.strip()
def _monday_start_utc(start_date_iso: str | None) -> datetime:
if start_date_iso:
base = datetime.fromisoformat(start_date_iso)
if base.tzinfo is None:
base = base.replace(tzinfo=timezone.utc)
else:
base = base.astimezone(timezone.utc)
else:
base = datetime.now(timezone.utc)
# 月曜始まりにそろえる(0=Mon)
delta = (base.weekday() + 7 - 0) % 7
monday = (base - timedelta(days=delta)).replace(hour=0, minute=0, second=0, microsecond=0)
return monday
def _iso_utc(dt: datetime) -> str:
return dt.astimezone(timezone.utc).replace(microsecond=0).isoformat().replace("+00:00", "Z")
async def generate_week_plan_llm(
brand: str,
language: str,
platforms: list[str],
keywords: list[str],
start_date: str | None,
tone: str,
cta: str,
image_style_hint: str,
) -> List[PostOut]:
"""
1週間分の『そのまま投稿できる』草案を厳密JSONで生成。
- X: <=280 chars (目安<=270), 0-2 hashtags, 0-2 emojis, 日本語では自然な句読点
- IG: 本文120-180字 + 改行 + 末尾に関連ハッシュタグ(最大8)。ハッシュタグは本文末尾に集約
- URL/「http(s)://」等のプレースホルダは禁止。リンク案内は「プロフィールのリンクから」等で表現
- バラエティ: 教育/価値, 製品/機能, UGC/お客様の声, 裏側, トレンド乗り を混在
- 出力JSONスキーマ:
{"posts":[{"platform":"x|instagram","text":"...","image_prompt":"..."} * 7 * len(platforms)]}
"""
total_needed = 7 * max(1, len(platforms))
lang = "日本語" if language == "ja" else "English"
kw_text = ", ".join(keywords) if keywords else "N/A"
sys = "You are a senior social media planner who writes ready-to-post copy."
prompt = f"""
Write ready-to-post social content for brand "{brand}" in {lang}.
Requirements:
- Platforms to cover each day: {", ".join(platforms) if platforms else "x, instagram"}
- Tone: {tone}
- CTA to incorporate naturally (no URLs): {cta}
- Keywords to weave in lightly: {kw_text}
- No placeholders like [link], {{URL}}, or "http". Do not include external links.
- Emojis: 0-2 per post, only if they add clarity. Avoid spam.
- Hashtags:
* X: up to 2 short, relevant hashtags. Place at end.
* Instagram: up to 8 relevant hashtags. Place at end on a new line.
- Brevity with specificity. Use numbers, proof-points, benefits, and micro-CTAs.
- Use natural Japanese if language is Japanese.
Return STRICT JSON with this exact schema (no extra keys, no comments):
{{
"posts": [
{{"platform":"x","text":"<X post (<=280 chars)>","image_prompt":"<Concise Canva brief>"}},
{{"platform":"instagram","text":"<IG caption 120-180 chars + newline + hashtags>","image_prompt":"<Concise Canva brief>"}}
// ... repeat until exactly {total_needed} items total (7 days × number of platforms), in day order
]
}}
"""
# JSONモードで厳密JSONを要求
resp = await client.chat.completions.create(
model="gpt-4o-mini",
response_format={"type": "json_object"},
messages=[{"role":"system","content":sys},{"role":"user","content":prompt}],
temperature=0.5,
)
# JSONパース
try:
data = json.loads(resp.choices[0].message.content)
posts_json = data.get("posts", [])
except Exception:
posts_json = []
# フォールバック: JSON不備なら簡易テンプレで埋める
if not posts_json:
for day in range(7):
for plat in (platforms or ["x","instagram"]):
if plat == "x":
posts_json.append({
"platform": "x",
"text": f"{brand} の新提案。{cta}|詳細はプロフィールから #お知らせ",
"image_prompt": f"Canva: {brand} / X / {image_style_hint} / 見出し+要点3箇条"
})
else:
posts_json.append({
"platform": "instagram",
"text": f"{brand} の最新情報。{cta}\n#お知らせ #{brand.replace(' ', '')}",
"image_prompt": f"Canva: {brand} / Instagram / {image_style_hint} / 正方形, 余白多め"
})
# 7日分のUTCスケジュール自動割当(X=00:15Z, IG=01:00Z)
start_monday_utc = _monday_start_utc(start_date)
# JST 09:15→UTC 00:15, JST 10:00→UTC 01:00
TIME_UTC = {"x": (0, 15), "instagram": (1, 0)}
# 期待数に整形(多ければ切り、足りなければループで補充)
need = 7 * (len(platforms) or 2)
base_platforms = platforms or ["x", "instagram"]
if len(posts_json) < need:
# 足りない分は最後の要素を複製
while len(posts_json) < need:
posts_json.append(posts_json[-1])
else:
posts_json = posts_json[:need]
# 並びを「日×プラットフォーム順」に調整(念のため)
ordered = []
idx = 0
for day in range(7):
for plat in base_platforms:
item = posts_json[idx] if idx < len(posts_json) else {"platform": plat, "text": "", "image_prompt": ""}
# プラットフォームが食い違っていたら上書き(文面は流用)
item["platform"] = plat
ordered.append(item)
idx += 1
# PostOut に変換+scheduled_at 付与
out: List[PostOut] = []
for i, item in enumerate(ordered):
day_idx = i // len(base_platforms)
plat = item.get("platform", "x")
hour_utc, min_utc = TIME_UTC.get(plat, (0, 30))
dt = (start_monday_utc + timedelta(days=day_idx)).replace(hour=hour_utc, minute=min_utc, second=0, microsecond=0)
scheduled_iso = _iso_utc(dt)
out.append(PostOut(
id=None,
platform=plat,
scheduled_at=scheduled_iso,
text=item.get("text", "").strip(),
image_prompt=item.get("image_prompt", "").strip(),
status="draft",
))
return out