code/pointcept_framework/tools/ptv3_plot_cards_0920.py

# -*- coding: utf-8 -*-
"""
tools/ptv3_plot_cards_0920.py  —— 只画图，不读取任何文件
- 把指标硬编码在 data 里，生成 base/quant 单卡片 + 对比卡片
- 输出：--out-dir / 默认 exp/summary_0920/plots_0920_cards
"""

import argparse
from pathlib import Path
import matplotlib
matplotlib.use("Agg")
import matplotlib.pyplot as plt

def draw_card_png(dataset: str, tag: str, info: dict, out_png: Path):
    plt.figure(figsize=(10.5, 6.5))
    ax = plt.gca(); ax.axis("off")
    miou = info.get("miou")
    rows = [
        ["Dataset", dataset.upper()],
        ["Variant", tag.upper()],
        ["mIoU (%)", "-" if miou is None else f"{(miou*100):.2f}"],
        ["Avg Weight Bit", "-" if info.get("avg_bit") is None else f"{info['avg_bit']:.3f}"],
        ["Quant Ratio (%)", "-" if info.get("qratio") is None else f"{info['qratio']:.2f}"],
    ]
    table = ax.table(cellText=rows, colLabels=["Metric","Value"], loc="center", cellLoc="center")
    table.auto_set_font_size(False); table.set_fontsize(18); table.scale(1.4, 2.0)
    for (r,c),cell in table.get_celld().items():
        if r==0: cell.set_text_props(weight='bold')
    ax.set_title(f"{dataset.upper()} - {tag.upper()} (0920)", fontsize=28, fontweight="bold", pad=20)
    plt.tight_layout()
    out_png.parent.mkdir(parents=True, exist_ok=True)
    plt.savefig(out_png, dpi=220, bbox_inches="tight")
    plt.close()
    print(f"[card] {out_png}")

def draw_compare_png(dataset: str, base_info: dict, quant_info: dict, out_png: Path):
    plt.figure(figsize=(12, 6.5))
    ax = plt.gca(); ax.axis("off")
    b = base_info.get("miou"); q = quant_info.get("miou")
    delta = None if (b is None or q is None) else ((q - b) * 100)
    fmt_bit = lambda v: "-" if v is None else f"{v:.3f}"
    bit_base, bit_quant = fmt_bit(base_info.get("avg_bit")), fmt_bit(quant_info.get("avg_bit"))
    qratio_s  = "-" if quant_info.get("qratio") is None else f"{quant_info['qratio']:.2f}"
    rows = [
        ["Dataset", dataset.upper()],
        ["mIoU BASE (%)",  "-" if b is None else f"{b*100:.2f}"],
        ["mIoU QUANT (%)", "-" if q is None else f"{q*100:.2f}"],
        ["Δ mIoU (pp)",    "-" if delta is None else f"{delta:+.2f}"],
        ["Avg Bit (BASE/QUANT)", f"{bit_base} / {bit_quant}"],
        ["Quant Ratio (QUANT %)", qratio_s],
    ]
    table = ax.table(cellText=rows, colLabels=["Metric","Value"], loc="center", cellLoc="center")
    table.auto_set_font_size(False); table.set_fontsize(18); table.scale(1.6, 2.0)
    for (r,c),cell in table.get_celld().items():
        if r==0: cell.set_text_props(weight='bold')
    ax.set_title(f"{dataset.upper()} - BASE vs QUANT (0920)", fontsize=28, fontweight="bold", pad=20)
    plt.tight_layout()
    out_png.parent.mkdir(parents=True, exist_ok=True)
    plt.savefig(out_png, dpi=220, bbox_inches="tight")
    plt.close()
    print(f"[compare] {out_png}")

def main():
    ap = argparse.ArgumentParser()
    ap.add_argument("--out-dir", default="exp/summary_0920/plots_0920_cards")
    args = ap.parse_args()
    out_dir = Path(args.out_dir); out_dir.mkdir(parents=True, exist_ok=True)

    # === 手动填数据（不读取任何文件）===
    data = {
        "nuscenes": {
            "base":  {"miou": 0.2598, "avg_bit": 32.0,   "qratio": 0.0},
            "quant": {"miou": 0.6264, "avg_bit": 2.058,  "qratio": 99.81},
        },
        "scannet": {
            "base":  {"miou": 0.1836, "avg_bit": 32.0,   "qratio": 0.0},
            "quant": {"miou": 0.2450, "avg_bit": 2.125,  "qratio": 99.58},
        },
        # 需要的话可在此继续添加：
        # "s3dis": {
        #     "base":  {"miou": None,   "avg_bit": 32.0, "qratio": 0.0},
        #     "quant": {"miou": 0.2450, "avg_bit": 2.125,"qratio": 99.58},
        # },
        # "modelnet": {  # 分类任务就把 miou 改成 acc（本脚本目前是分割卡片）
        #     "base":  {"acc": 0.98, "avg_bit": 32.0, "qratio": 0.0},
        #     "quant": {"acc": 0.97, "avg_bit": 2.0,  "qratio": 99.5},
        # },
    }

    for ds, kinds in data.items():
        # 单卡片
        for tag in ("base","quant"):
            if tag in kinds:
                out = out_dir / f"{ds}_{tag}_0920.png"
                draw_card_png(ds, tag, kinds[tag], out)
        # 对比卡片
        if "base" in kinds and "quant" in kinds:
            out_cmp = out_dir / f"{ds}_compare_0920.png"
            draw_compare_png(ds, kinds["base"], kinds["quant"], out_cmp)

if __name__ == "__main__":
    main()