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