import json
from pathlib import Path
from collections import Counter, OrderedDict

MAP = json.loads(Path(r"C:\allgifted\mathapi11v2\docs\past year questions\_scan_montages\_mapping.json").read_text(encoding="utf-8"))
OUT = Path(r"C:\allgifted\mathapi11v2\docs\past year questions\New Images")
OUT.mkdir(parents=True, exist_ok=True)

# Raw JSON returned by each of the 12 classifier subagents
RAW = [
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chart","n":1},{"t":11,"type":"circle","n":1},{"t":12,"type":"bar chart","n":1},{"t":13,"type":"line graph","n":1},{"t":14,"type":"diagram","n":1},{"t":15,"type":"bar chart","n":1},{"t":16,"type":"bar chart","n":1},{"t":17,"type":"line graph","n":1},{"t":18,"type":"square","n":1},{"t":19,"type":"diagram","n":1},{"t":20,"type":"line graph","n":1},{"t":21,"type":"bar chart","n":1},{"t":22,"type":"bar chart","n":1},{"t":23,"type":"diagram","n":1},{"t":25,"type":"line graph","n":1},{"t":27,"type":"bar chart","n":1},{"t":29,"type":"line graph","n":1}]}]}''',
r'''{"montages":[{"montage":"m056.png","tiles":[{"t":1,"type":"fraction circles","n":4},{"t":2,"type":"number line","n":1},{"t":3,"type":"geometric shapes","n":3},{"t":4,"type":"line graph","n":1},{"t":5,"type":"fraction circle","n":1},{"t":6,"type":"line graph","n":1},{"t":7,"type":"table/text","n":1},{"t":8,"type":"bar chart","n":1},{"t":9,"type":"diagram","n":1},{"t":10,"type":"bar chart","n":1},{"t":11,"type":"bar chart","n":1},{"t":12,"type":"number line","n":1},{"t":13,"type":"line graph","n":1},{"t":14,"type":"table/text","n":1},{"t":15,"type":"table/text","n":1},{"t":16,"type":"triangle","n":1},{"t":17,"type":"curve graph","n":1},{"t":18,"type":"number line","n":1},{"t":19,"type":"fraction circles","n":2},{"t":20,"type":"bar chart","n":1},{"t":21,"type":"bar chart","n":1},{"t":22,"type":"number line","n":1},{"t":23,"type":"line graph","n":1},{"t":24,"type":"curve graph","n":1},{"t":25,"type":"triangle","n":1},{"t":26,"type":"table/text","n":1},{"t":27,"type":"table/text","n":1},{"t":28,"type":"diagram","n":1},{"t":31,"type":"geometric shapes","n":2},{"t":32,"type":"square grid","n":1},{"t":33,"type":"bar chart","n":1},{"t":34,"type":"table/text","n":1},{"t":36,"type":"diagram","n":1},{"t":37,"type":"table/text","n":1},{"t":39,"type":"bar chart","n":1},{"t":40,"type":"diagram","n":1},{"t":42,"type":"circle","n":1}]},{"montage":"m057.png","tiles":[{"t":1,"type":"line graph","n":1},{"t":2,"type":"line graph","n":1},{"t":3,"type":"geometric shapes","n":2},{"t":4,"type":"table/text","n":1},{"t":5,"type":"number line","n":1},{"t":6,"type":"shapes","n":4},{"t":7,"type":"circle","n":1},{"t":8,"type":"diagram","n":1},{"t":9,"type":"triangle","n":1},{"t":10,"type":"line graph","n":1},{"t":11,"type":"figure 8","n":1},{"t":13,"type":"net diagram","n":1},{"t":14,"type":"net diagram","n":1},{"t":15,"type":"protractor","n":1},{"t":16,"type":"line graph","n":1},{"t":17,"type":"curve graph","n":1},{"t":19,"type":"diagram","n":1},{"t":20,"type":"bar chart","n":1},{"t":21,"type":"diagram","n":1},{"t":25,"type":"number line","n":1},{"t":26,"type":"line graph","n":1},{"t":27,"type":"bar chart","n":1},{"t":28,"type":"clock","n":1},{"t":29,"type":"number line","n":1},{"t":30,"type":"line graph","n":1},{"t":33,"type":"diagram","n":1},{"t":34,"type":"line graph","n":1},{"t":36,"type":"bar chart","n":1}]},{"montage":"m058.png","tiles":[{"t":1,"type":"table/text","n":1},{"t":2,"type":"bar chart","n":1},{"t":3,"type":"line graph","n":1},{"t":4,"type":"diagram","n":1},{"t":5,"type":"line graph","n":1},{"t":6,"type":"table/text","n":1},{"t":7,"type":"number line","n":1},{"t":8,"type":"circle","n":1},{"t":9,"type":"triangle","n":1},{"t":10,"type":"curve graph","n":1},{"t":12,"type":"diagram","n":1},{"t":13,"type":"squares","n":3},{"t":14,"type":"hearts","n":5},{"t":15,"type":"line graph","n":1},{"t":16,"type":"line graph","n":1},{"t":18,"type":"shapes","n":3},{"t":19,"type":"circle","n":1},{"t":20,"type":"table/text","n":1},{"t":25,"type":"square grid","n":1},{"t":26,"type":"bar chart","n":1},{"t":28,"type":"diagram","n":1},{"t":30,"type":"fraction circle","n":1},{"t":31,"type":"grid","n":1}]}]}''',
]

# normalization: collapse obvious singular/plural + synonyms into canonical buckets
CANON = {
 "square":"squares","squares":"squares","black square":"squares","black squares":"squares","square grid":"grid","grid shape":"grid","shaded grid":"grid","grid dots":"grid","grid/graph":"grid","grid graph":"grid","grid puzzle":"grid","grid pattern":"grid","checkerboard":"grid","grid":"grid",
 "circle":"circles","circles":"circles","number circle":"circles","number circles":"circles","fraction circle":"fraction circles","fraction circles":"fraction circles","circle diagram":"diagram",
 "triangle":"triangles","triangles":"triangles",
 "rectangle":"rectangles","rectangles":"rectangles",
 "clock":"clocks","clocks":"clocks","digital clock":"clocks","stopwatch":"clocks","hourglass":"clocks",
 "bird":"birds","birds":"birds",
 "star":"stars","stars":"stars","star burst":"stars",
 "cube":"cubes","cubes":"cubes",
 "coin":"coins","coins":"coins","money note":"money","money notes":"money",
 "cup":"cups","cups":"cups",
 "flower":"flowers","flowers":"flowers","clover":"flowers",
 "tree":"trees","trees":"trees",
 "dot":"dots","dots":"dots","beads":"dots",
 "ball":"balls","balls":"balls","basketball":"balls",
 "fruit":"fruits","fruits":"fruits","apple":"fruits","pumpkin":"fruits","berries":"fruits","bread":"food","burger":"food","food":"food",
 "person":"people","people":"people","figure":"people","figures":"people","character":"people","face":"people","gnome":"people","crown":"people",
 "quadrilateral":"quadrilaterals","quadrilaterals":"quadrilaterals","parallelogram":"quadrilaterals","diamond":"quadrilaterals","diamonds":"quadrilaterals","pentagon":"polygons","hexagon":"polygons","octagon":"polygons","polygon":"polygons","polygons":"polygons","arrow shape":"polygons","cross shape":"polygons","l-shape":"polygons","t shape":"polygons",
 "net":"net diagram","net diagram":"net diagram",
 "shape":"geometric shapes","shapes":"geometric shapes","geometric shape":"geometric shapes","geometric shapes":"geometric shapes","line shape":"geometric shapes","cylinder":"geometric shapes","cone":"geometric shapes","ellipse":"geometric shapes",
 "table/text":"table/text","text":"table/text","text/table":"table/text","text/box":"table/text","text/document":"table/text","text/logo":"table/text","logo":"table/text","number box":"table/text","number":"table/text","number sentence":"table/text","digits":"table/text","letter":"table/text","comparison":"table/text","answer sheet":"table/text","score box":"score box","team text":"table/text","box":"box",
 "bar chart":"bar chart","bars":"bar chart","bar":"bar chart","chart":"bar chart",
 "line graph":"line graph","curve graph":"line graph","axes":"line graph",
 "pie chart":"pie chart",
 "pictograph":"pictograph",
 "number line":"number line","line segment":"number line","lines":"number line","diagonal line":"number line","diagonal lines":"number line","zigzag":"number line",
 "fraction bars":"fraction bars",
 "ruler":"ruler","protractor":"protractor","angle diagram":"angle diagram",
 "balance scale":"balance scale","scale":"balance scale","seesaw":"balance scale",
 "dice":"dice","dominoes":"dominoes","cards":"dominoes",
 "house":"buildings","house diagram":"buildings","buildings":"buildings","castle":"buildings","tower":"buildings","floor plan":"floor plan","map":"floor plan","map/grid":"floor plan","picture frame":"buildings","bench":"furniture","chairs":"furniture",
 "bottle":"bottles","bottles":"bottles","bag":"bags","bags":"bags","backpack":"bags",
 "shirts":"clothing","hat":"clothing","party hat":"clothing","key":"objects","trophy":"objects","pencils":"objects","calculator":"objects","laptop":"objects","signs":"objects","car":"vehicles","cars":"vehicles","bicycle":"vehicles","ferris wheel":"objects","flag":"objects","piano keys":"objects","balloon":"objects","cloud":"objects","icon":"icons","icons":"icons","hand icon":"icons","pixel art":"icons","objects":"objects",
 "fish":"fish","bears":"bears","butterflies":"butterflies","insects":"insects","bug":"insects","rabbit":"rabbits","rabbits":"rabbits","mouse":"mice","cat":"cats","snail":"snails","animal":"animals","animals":"animals","hearts":"hearts","handshake":"misc","diagram":"diagram","tally marks":"tally marks","question mark":"misc","unclear":"unclear","line drawing":"diagram","figure 8":"diagram","shape grid":"grid","T shape":"polygons"}

def canon(t):
    t = t.strip().lower()
    return CANON.get(t, t)

counts = Counter()
example = {}
file_type = {}
classified = 0
unmapped = 0
for blob in RAW:
    data = json.loads(blob)
    for m in data["montages"]:
        mn = m["montage"]
        names = MAP.get(mn, [])
        for tile in m["tiles"]:
            t = tile.get("t"); typ = canon(tile.get("type","unclear"))
            classified += 1
            counts[typ] += 1
            if t is not None and 1 <= t <= len(names):
                file_type[names[t-1]] = typ
            if typ not in example:
                if t is not None and 1 <= t <= len(names):
                    example[typ] = names[t-1]
                else:
                    unmapped += 1
                    example[typ] = "(unmapped)"

total_files = sum(len(v) for v in MAP.values())
rows = sorted(counts.items(), key=lambda kv: (-kv[1], kv[0]))

lines = []
lines.append("AGS Math — Only Images asset scan (vision classification via 12 parallel subagents)")
lines.append(f"generated: 2026-05-29")
lines.append(f"total crops in Only Images: {total_files}")
lines.append(f"tiles classified (coverage): {classified}  ({100*classified/total_files:.0f}%)")
lines.append(f"NOTE: speed-over-precision scan of thumbnail montages; counts are approximate and tiles agents could not enumerate are excluded.")
lines.append("")
lines.append(f"{'object_type':<22} | {'file_count':>10} | example_filename")
lines.append("-"*22 + "-+-" + "-"*10 + "-+-" + "-"*40)
for typ, c in rows:
    lines.append(f"{typ:<22} | {c:>10} | {example.get(typ,'')}")

table = "\n".join(lines)
(OUT / "_asset_scan.txt").write_text(table, encoding="utf-8")
print(table)
print(f"\nwrote {OUT / '_asset_scan.txt'}  ({len(rows)} categories, {classified}/{total_files} tiles)")

# --- convertible filter (Step 2) ---
NONCONV = {"table/text","bar chart","line graph","grid","number line","pie chart","pictograph",
 "diagram","angle diagram","net diagram","protractor","ruler","score box","box","floor plan",
 "geometric shapes","polygons","quadrilaterals","rectangles","triangles","squares","unclear"}
conv = sorted(fn for fn, t in file_type.items() if t not in NONCONV)
import collections as _c
def _lvl(fn):
    h = fn.split(".")[0][:2]
    return h if h in ("P1","P2","P3","P4","P5","P6") else "??"
bylvl = _c.Counter(_lvl(fn) for fn in conv)
bytype = _c.Counter(file_type[fn] for fn in conv)
(OUT / "_convertible_files.txt").write_text("\n".join(conv), encoding="utf-8")
print("\n=== CONVERTIBLE SUBSET (Step 2) ===")
print(f"total crops: {total_files}")
print(f"classified by scan: {len(file_type)}  (unclassified/deferred: {total_files-len(file_type)})")
print(f"CONVERTIBLE: {len(conv)}   NON-CONVERTIBLE(classified): {len(file_type)-len(conv)}")
print("by level:", dict(sorted(bylvl.items())))
print("by type :", dict(bytype.most_common()))
print(f"wrote {OUT / '_convertible_files.txt'}")