import json import sys from collections import defaultdict if __name__ == "__main__": path = sys.argv[1] use_cf = int(sys.argv[2]) TRSHLD = int(sys.argv[3]) annotations = json.load(open('verbs/annotations2_gmichel.json')) out = json.load(open(path)) corr = defaultdict(lambda :0) misstype = corr.copy() fp = corr.copy() fps = [] tot = corr.copy() print(use_cf) if use_cf : vals = [] for i in out : v = list(i.values()) if len(v) > 0 : vals.extend(list(v[0].keys())) keys = set(vals) if 'confidence' in keys : new_out = [] for i in out : o = {} if len(i) > 0 : for k,v in i.items() : if "confidence" in v : if v["confidence"] >= TRSHLD: o[k] = v new_out.append(o) out = new_out from collections import defaultdict corr = defaultdict(lambda :0) misstype = corr.copy() fp = corr.copy() fps = [] tot = corr.copy() for idx in range(len(annotations)) : pred = out[idx] gt = annotations[idx] for gt_word, info in gt.items() : if gt_word in pred : if "type" not in pred[gt_word] : continue if pred[gt_word]["type"] == info["type"] : corr[info["type"]] += 1 else : misstype[info["type"]] += 1 # corr[info["type"]] += 1 # print(idx, gt_word, pred[gt_word]["type"],info["type"]) tot[info["type"]] += 1 for pred_word, info in pred.items() : if "type" not in info : continue if pred_word not in gt : fp[info["type"]] += 1 fps.append((idx, pred_word, info["type"])) for tp in tot : prec = corr[tp] / max(1, (corr[tp] + fp[tp])) recall = corr[tp] / tot[tp] f1 = 2 * (prec * recall) / max(1, prec + recall) print(f"[{tp}: {tot[tp]}]") print(f"\tRecall: {recall:0.2f}\n\tPrec: {prec:0.2f}") print(f"\tF1: {f1:0.2f}") print(misstype)