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densevid_eval/README.md

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+# Dense Captioning Events in Video - Evaluation Code
+
+This is a modified copy from https://github.com/jamespark3922/densevid_eval, 
+which is again a modified copy of [densevid_eval](https://github.com/ranjaykrishna/densevid_eval).
+Instead of using sentence metrics, we evaluate captions at the paragraph level, 
+as described in [Move Forward and Tell (ECCV18)](https://arxiv.org/abs/1807.10018)
+
+## Usage
+```
+python para-evaluate.py -s YOUR_SUBMISSION_FILE.JSON --verbose
+```
+
+## Paper
+Visit [the project page](http://cs.stanford.edu/people/ranjaykrishna/densevid) for details on activitynet captions.
+
+## Citation
+```
+@inproceedings{krishna2017dense,
+    title={Dense-Captioning Events in Videos},
+    author={Krishna, Ranjay and Hata, Kenji and Ren, Frederic and Fei-Fei, Li and Niebles, Juan Carlos},
+    booktitle={ArXiv},
+    year={2017}
+}
+```
+
+## License
+
+MIT License copyright Ranjay Krishna
+

densevid_eval/evaluateCaptionsDiversity.py

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+import json
+import numpy as np
+import sys
+
+def getNgrams(words_pred, unigrams, bigrams, trigrams, fourgrams):
+    # N=1
+    for w in words_pred:
+        if w not in unigrams:
+            unigrams[w] = 0
+        unigrams[w] += 1
+    # N=2
+    for i, w in enumerate(words_pred):
+        if i<len(words_pred)-1:
+            w_next = words_pred[i+1]
+            bigram = '%s_%s' % (w, w_next)
+            if bigram not in bigrams:
+                bigrams[bigram] = 0
+            bigrams[bigram] += 1
+    # N=3
+    for i, w in enumerate(words_pred):
+        if i<len(words_pred)-2:
+            w_next = words_pred[i + 1]
+            w_next_ = words_pred[i + 2]
+            tri = '%s_%s_%s' % (w, w_next, w_next_)
+            if tri not in trigrams:
+                trigrams[tri] = 0
+            trigrams[tri] += 1
+    # N=4
+    for i, w in enumerate(words_pred):
+        if i<len(words_pred)-3:
+            w_next = words_pred[i + 1]
+            w_next_ = words_pred[i + 2]
+            w_next__ = words_pred[i + 3]
+            four = '%s_%s_%s_%s' % (w, w_next, w_next_, w_next__)
+            if four not in fourgrams:
+                fourgrams[four] = 0
+            fourgrams[four] += 1
+    return unigrams, bigrams, trigrams, fourgrams
+
+def evaluateDiversity(input_file):
+    dp = json.load(open(input_file, 'r'))
+    dg = json.load(open('anet_data/video_gt.json', 'r'))
+    da = json.load(open('anet_data/activity_net.v1-3.min.json', 'r'))
+
+    overall_stats(dp, dg)
+    activity_stats(dp, dg, da)
+    video_stats(dp, dg)
+
+def overall_stats(data_predicted, data_gt):
+    print('#### Overall ####')
+
+    of = open('anet_data/train.json')
+    queries = json.load(of)
+    trainingQueries = {}  # all training sentences
+
+    for q in queries:
+        qs = queries[q]['sentences']
+        for query in qs:
+            if query == "": break
+            query = query.lower()
+            # clean punctuation
+            query = query.replace(',', ' ')
+            query = query.replace('.', ' ')
+            query = query.replace(':', ' ')
+            query = query.replace(';', ' ')
+            query = query.replace('!', ' ')
+            query = query.replace('?', ' ')
+            query = query.replace('"', ' ')
+            query = query.replace('@', ' ')
+            query = query.replace('(', ' ')
+            query = query.replace(')', ' ')
+            query = query.replace('[', ' ')
+            query = query.replace(']', ' ')
+            query = query.replace('<', ' ')
+            query = query.replace('>', ' ')
+            query = query.replace('`', ' ')
+            query = query.replace('#', ' ')
+            query = query.replace(u'\u2019', "'")
+            while query[-1] == ' ':
+                query = query[0:-1]
+            while query[0] == ' ':
+                query = query[1:]
+            while '  ' in query:
+                query = query.replace('  ', ' ')
+            # print(query)
+            if query not in trainingQueries:
+                trainingQueries[query] = 0
+            trainingQueries[query] += 1
+
+    vocab = {}
+    novel_sentence = []
+    uniq_sentence = {}
+    count_sent = 0
+    sent_length = []
+
+    for vid in data_gt['results']:
+        for i, _ in enumerate(data_gt['results'][vid]):
+
+            try:
+                pred_sentence = data_predicted['results'][vid][i]['sentence'].lower()
+            except:
+                continue
+
+            if pred_sentence[-1] == '.':
+                pred_sentence = pred_sentence[0:-1]
+            while pred_sentence[-1] == ' ':
+                pred_sentence = pred_sentence[0:-1]
+            pred_sentence = pred_sentence.replace(',', ' ')
+            while '  ' in pred_sentence:
+                pred_sentence = pred_sentence.replace('  ', ' ')
+
+            if pred_sentence in trainingQueries:
+                novel_sentence.append(0)
+            else:
+                novel_sentence.append(1)
+
+            if pred_sentence not in uniq_sentence:
+                uniq_sentence[pred_sentence] = 0
+            uniq_sentence[pred_sentence] += 1
+
+            words_pred = pred_sentence.split(' ')
+            for w in words_pred:
+                if w not in vocab:
+                    vocab[w] = 0
+                vocab[w] += 1
+
+            sent_length.append(len(words_pred))
+            count_sent += 1
+
+    print ('Vocab: %d\t Novel Sent: %.2f\t Uniq Sent: %.2f\t Sent length: %.2f' %
+           (len(vocab), np.mean(novel_sentence), len(uniq_sentence)/float(count_sent), np.mean(sent_length)))
+
+def activity_stats(data_predicted, data_gt, data_annos):
+    print('#### Per activity ####')
+
+    # Per activity
+    data_annos = data_annos['database']
+    activities = {}
+    vid2act = {}
+    for vid_id in data_annos:
+        vid2act[vid_id] = []
+        annos = data_annos[vid_id]['annotations']
+        for anno in annos:
+            if anno['label'] not in vid2act[vid_id]:
+                vid2act[vid_id].append(anno['label'])
+                if anno['label'] not in activities:
+                    activities[anno['label']] = True
+    div1 = {}
+    div2 = {}
+    div3 = {}
+    div4 = {}
+    re = {}
+    sentences = {}
+
+    for act in activities:
+        div1[act] = -1
+        div2[act] = -1
+        div3[act] = -1
+        div4[act] = -1
+        re[act] = -1
+        sentences[act] = []
+
+    for vid in data_gt['results']:
+
+        act = vid2act[vid[2:]][0]
+
+        if vid not in data_predicted['results']:
+            continue
+
+        for i, _ in enumerate(data_gt['results'][vid]):
+
+            try:
+                pred_sentence = data_predicted['results'][vid][i]['sentence']
+            except:
+                continue
+
+            if pred_sentence[-1] == '.':
+                pred_sentence = pred_sentence[0:-1]
+            while pred_sentence[-1] == ' ':
+                pred_sentence = pred_sentence[0:-1]
+            pred_sentence = pred_sentence.replace(',', ' ')
+            while '  ' in pred_sentence:
+                pred_sentence = pred_sentence.replace('  ', ' ')
+
+            sentences[act].append(pred_sentence)
+
+    for act in activities:
+        unigrams = {}
+        bigrams = {}
+        trigrams = {}
+        fourgrams = {}
+
+        for pred_sentence in sentences[act]:
+            words_pred = pred_sentence.split(' ')
+            unigrams, bigrams, trigrams, fourgrams = getNgrams(words_pred, unigrams, bigrams, trigrams, fourgrams)
+
+        sum_unigrams = sum([unigrams[un] for un in unigrams])
+        vid_div1 = float(len(unigrams)) / float(sum_unigrams)
+        vid_div2 = float(len(bigrams)) / float(sum_unigrams)
+        vid_div3 = float(len(trigrams)) / float(sum_unigrams)
+        vid_div4 = float(len(fourgrams)) / float(sum_unigrams)
+
+        vid_re = float(sum([max(fourgrams[f]-1,0) for f in fourgrams])) / float(sum([fourgrams[f] for f in fourgrams]))
+
+        div1[act] = vid_div1
+        div2[act] = vid_div2
+        div3[act] = vid_div3
+        div4[act] = vid_div4
+        re[act] = vid_re
+
+    mean_div1 = np.mean([div1[act] for act in activities])
+    mean_div2 = np.mean([div2[act] for act in activities])
+    mean_div3 = np.mean([div3[act] for act in activities])
+    mean_div4 = np.mean([div4[act] for act in activities])
+    mean_re = np.mean([re[act] for act in activities])
+
+    print ('Div-1: %.4f\t Div-2: %.4f\t RE: %.4f' % (mean_div1, mean_div2, mean_re))
+
+def video_stats(data_predicted, data_gt):
+    print('#### Per video ####')
+
+    # Per video
+
+    div1 = []
+    div2 = []
+    div3 = []
+    div4 = []
+    re1 = []
+    re2 = []
+    re3 = []
+    re4 = []
+
+    for vid in data_gt['results']:
+
+        unigrams = {}
+        bigrams = {}
+        trigrams = {}
+        fourgrams = {}
+
+        if vid not in data_predicted['results']:
+            continue
+
+        for i, _ in enumerate(data_gt['results'][vid]):
+
+            try:
+                pred_sentence = data_predicted['results'][vid][i]['sentence']
+            except:
+                continue
+
+            if pred_sentence[-1] == '.':
+                pred_sentence = pred_sentence[0:-1]
+            while pred_sentence[-1] == ' ':
+                pred_sentence = pred_sentence[0:-1]
+            pred_sentence = pred_sentence.replace(',', ' ')
+            while '  ' in pred_sentence:
+                pred_sentence = pred_sentence.replace('  ', ' ')
+
+            words_pred = pred_sentence.split(' ')
+            unigrams, bigrams, trigrams, fourgrams = getNgrams(words_pred, unigrams, bigrams, trigrams, fourgrams)
+
+        sum_unigrams = sum([unigrams[un] for un in unigrams])
+        vid_div1 = float(len(unigrams)) / float(sum_unigrams)
+        vid_div2 = float(len(bigrams)) / float(sum_unigrams)
+        vid_div3 = float(len(trigrams)) / float(sum_unigrams)
+        vid_div4 = float(len(fourgrams)) / float(sum_unigrams)
+
+        vid_re1 = float(sum([max(unigrams[f] - 1, 0) for f in unigrams])) / float(sum([unigrams[f] for f in unigrams]))
+        vid_re2 = float(sum([max(bigrams[f] - 1, 0) for f in bigrams])) / float(sum([bigrams[f] for f in bigrams]))
+        vid_re3 = float(sum([max(trigrams[f] - 1, 0) for f in trigrams])) / float(sum([trigrams[f] for f in trigrams]))
+        vid_re4 = float(sum([max(fourgrams[f]-1,0) for f in fourgrams])) / float(sum([fourgrams[f] for f in fourgrams]))
+
+        div1.append(vid_div1)
+        div2.append(vid_div2)
+        div3.append(vid_div3)
+        div4.append(vid_div4)
+        re1.append(vid_re1)
+        re2.append(vid_re2)
+        re3.append(vid_re3)
+        re4.append(vid_re4)
+
+    print ('tDiv-1: %.4f\t Div-2: %.4f\t RE-4: %.4f' % (
+        np.mean(div1), np.mean(div2),np.mean(re4)))
+
+if __name__=='__main__':
+    submission = sys.argv[1]
+    evaluateDiversity(submission)

densevid_eval/evaluateRepetition.py

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+import json
+import numpy as np
+import sys
+
+
+def save_json(data, filepath):
+    with open(filepath, "w") as f:
+        json.dump(data, f)
+
+
+def save_json_pretty(data, filepath):
+    with open(filepath, "w") as f:
+        f.write(json.dumps(data, indent=4, sort_keys=True))
+
+
+def get_ngrams(words_pred, unigrams, bigrams, trigrams, fourgrams):
+    # N=1
+    for w in words_pred:
+        if w not in unigrams:
+            unigrams[w] = 0
+        unigrams[w] += 1
+    # N=2
+    for i, w in enumerate(words_pred):
+        if i<len(words_pred)-1:
+            w_next = words_pred[i+1]
+            bigram = '%s_%s' % (w, w_next)
+            if bigram not in bigrams:
+                bigrams[bigram] = 0
+            bigrams[bigram] += 1
+    # N=3
+    for i, w in enumerate(words_pred):
+        if i<len(words_pred)-2:
+            w_next = words_pred[i + 1]
+            w_next_ = words_pred[i + 2]
+            tri = '%s_%s_%s' % (w, w_next, w_next_)
+            if tri not in trigrams:
+                trigrams[tri] = 0
+            trigrams[tri] += 1
+    # N=4
+    for i, w in enumerate(words_pred):
+        if i<len(words_pred)-3:
+            w_next = words_pred[i + 1]
+            w_next_ = words_pred[i + 2]
+            w_next__ = words_pred[i + 3]
+            four = '%s_%s_%s_%s' % (w, w_next, w_next_, w_next__)
+            if four not in fourgrams:
+                fourgrams[four] = 0
+            fourgrams[four] += 1
+    return unigrams, bigrams, trigrams, fourgrams
+
+
+def evaluate_repetition(data_predicted, data_gt):
+    print('#### Per video ####')
+
+    num_pred = len(data_predicted)
+    num_gt = len(data_gt)
+    num_evaluated = 0
+
+    re1 = []
+    re2 = []
+    re3 = []
+    re4 = []
+
+    for vid in data_gt:
+
+        unigrams = {}
+        bigrams = {}
+        trigrams = {}
+        fourgrams = {}
+
+        # skip non-existing videos
+        if vid not in data_predicted:
+            continue
+
+        num_evaluated += 1
+        for e in data_predicted[vid]:
+            pred_sentence = str(e["sentence"])
+
+            if pred_sentence != '':
+                if pred_sentence[-1] == '.':
+                    pred_sentence = pred_sentence[0:-1]
+                while pred_sentence[-1] == ' ':
+                    pred_sentence = pred_sentence[0:-1]
+                pred_sentence = pred_sentence.replace(',', ' ')
+                while '  ' in pred_sentence:
+                    pred_sentence = pred_sentence.replace('  ', ' ')
+            else:
+                pred_sentence = pred_sentence
+
+            words_pred = pred_sentence.split(' ')
+            unigrams, bigrams, trigrams, fourgrams = get_ngrams(words_pred, unigrams, bigrams, trigrams, fourgrams)
+
+        sum_re1 = float(sum([unigrams[f] for f in unigrams]))
+        sum_re2 = float(sum([bigrams[f] for f in bigrams]))
+        sum_re3 = float(sum([trigrams[f] for f in trigrams]))
+        sum_re4 = float(sum([fourgrams[f] for f in fourgrams]))
+
+        vid_re1 = float(sum([max(unigrams[f] - 1, 0) for f in unigrams])) / sum_re1 if sum_re1 != 0 else 0
+        vid_re2 = float(sum([max(bigrams[f] - 1, 0) for f in bigrams])) / sum_re2 if sum_re2 != 0 else 0
+        vid_re3 = float(sum([max(trigrams[f] - 1, 0) for f in trigrams])) / sum_re3 if sum_re3 != 0 else 0
+        vid_re4 = float(sum([max(fourgrams[f]-1, 0) for f in fourgrams])) / sum_re4 if sum_re4 != 0 else 0
+
+        re1.append(vid_re1)
+        re2.append(vid_re2)
+        re3.append(vid_re3)
+        re4.append(vid_re4)
+
+    repetition_scores = dict(
+        re1=np.mean(re1),
+        re2=np.mean(re2),
+        re3=np.mean(re3),
+        re4=np.mean(re4),
+        num_pred=num_pred,
+        num_gt=num_gt,
+        num_evaluated=num_evaluated
+    )
+    return repetition_scores
+
+
+def evaluate_main():
+    import argparse
+    parser = argparse.ArgumentParser()
+    parser.add_argument("-s", "--submission", type=str, help="caption submission filepath")
+    parser.add_argument("-r", "--reference", type=str, help="GT reference, used to collect the video ids")
+    parser.add_argument("-o", "--output", type=str, help="results filepath")
+    args = parser.parse_args()
+
+    sub_data = json.load(open(args.submission, "r"))
+    ref_data = json.load(open(args.reference, "r"))
+    sub_data = sub_data["results"] if "results" in sub_data else sub_data
+    ref_data = ref_data["results"] if "results" in ref_data else ref_data
+    rep_scores = evaluate_repetition(sub_data, ref_data)
+
+    rep_scores_str = json.dumps(rep_scores, indent=4, sort_keys=True)
+    print("Repetition Metrics {}".format(rep_scores_str))
+
+    save_json_pretty(rep_scores, args.output)
+
+
+if __name__ == '__main__':
+    evaluate_main()

densevid_eval/reformat.py

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+import json
+import os
+
+
+# # >>> CLEVR
+# with open("../transformer/data/clevr/splits.json", "r") as f:
+#     splits = json.load(f)
+
+# # Change Captions
+# with open("../transformer/data/clevr/change_captions.json", "r") as f:
+#     change_captions = json.load(f)
+
+# # no_change Captions
+# with open("../transformer/data/clevr/no_change_captions.json", "r") as f:
+#     no_change_captions = json.load(f)
+
+# images = []
+# annotations = []
+# for image_id in splits["train"] + splits["val"] + splits["test"]:
+#     images.append({
+#         "id": f"{image_id:0>6}c",
+#         "file_name": f"{image_id:0>6}c"
+#     })
+#     images.append({
+#         "id": f"{image_id:0>6}nc",
+#         "file_name": f"{image_id:0>6}nc"
+#     })
+
+# idx = 0
+# for image_id in splits["train"] + splits["val"] + splits["test"]:
+#     key = f"CLEVR_default_{image_id:0>6}.png"
+#     change_caption = change_captions[key]
+#     no_change_caption = no_change_captions[key]
+    
+#     for caption in change_caption:
+#         annotations.append({
+#             "image_id": f"{image_id:0>6}c",
+#             "id": idx,
+#             "caption": caption,
+#         })
+#         idx += 1
+#     for caption in no_change_caption:
+#         annotations.append({
+#             "image_id": f"{image_id:0>6}nc",
+#             "id": idx,
+#             "caption": caption,
+#         })
+#         idx += 1
+
+# with open("./clevr_data/total_change_captions_reformat.json", "wt") as f:
+#     json.dump({"images": images, "annotations": annotations}, f)
+# # <<<
+
+
+# # >>> Spot-the-Diff
+# with open("../transformer/data/spot/captions/filter_test.json", "r") as f:
+#     spot_captions = json.load(f)
+
+# with open("../transformer/data/spot/captions/filter_train.json", "r") as f:
+#     spot_captions += json.load(f)
+
+# with open("../transformer/data/spot/captions/filter_val.json", "r") as f:
+#     spot_captions += json.load(f)
+
+# images = []
+# annotations = []
+# idx = 0
+# for item in spot_captions:
+#     image_id, captions = item["img_id"], item["sentences"]
+#     images.append({
+#         "id": image_id,
+#         "file_name": image_id
+#     })
+#     for caption in captions:
+#         annotations.append({
+#             "image_id": image_id,
+#             "id": idx,
+#             "caption": caption,
+#         })
+#         idx += 1
+
+# with open("./spot_data/total_change_captions_reformat.json", "wt") as f:
+#     json.dump({"images": images, "annotations": annotations}, f)
+# # <<<
+
+
+# # >>> Image-Editing-Request
+# with open("../transformer/data/edit/test.json", "r") as f:
+#     edit_captions = json.load(f)
+
+# with open("../transformer/data/edit/train.json", "r") as f:
+#     edit_captions += json.load(f)
+
+# with open("../transformer/data/edit/val.json", "r") as f:
+#     edit_captions += json.load(f)
+    
+# images = []
+# annotations = []
+# idx = 0
+# for item in edit_captions:
+#     image_id, captions = item["uid"], item["sents"]
+#     images.append({
+#         "id": image_id,
+#         "file_name": image_id
+#     })
+#     for caption in captions:
+#         annotations.append({
+#             "image_id": image_id,
+#             "id": idx,
+#             "caption": caption,
+#         })
+#         idx += 1
+
+# with open("./edit_data/total_change_captions_reformat.json", "wt") as f:
+#     json.dump({"images": images, "annotations": annotations}, f)
+# # <<<
+
+# >>> Refined Spot-the-Diff
+with open("./refined_spot_data/reformat_train.json", "r") as f:
+    refined_spot_captions = json.load(f)
+with open("./refined_spot_data/reformat_val.json", "r") as f:
+    refined_spot_captions += json.load(f)
+with open("./refined_spot_data/reformat_test.json", "r") as f:
+    refined_spot_captions += json.load(f)
+images = []
+annotations = []
+idx = 0
+for item in refined_spot_captions:
+    image_id, captions = item["img_id"], item["sentences"]
+    images.append({
+        "id": image_id,
+        "file_name": image_id
+    })
+    for caption in captions:
+        annotations.append({
+            "image_id": image_id,
+            "id": idx,
+            "caption": caption,
+        })
+        idx += 1
+        
+with open("./refined_spot_data/total_change_captions_reformat.json", "wt") as f:
+    json.dump({"images": images, "annotations": annotations}, f)
+# <<<

filtered-spot-captions/invalid_test.json

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+[]

filtered-spot-captions/invalid_train.json

@@ -0,0 +1 @@
+[{"img_id": "3", "sentences": [""]}, {"img_id": "192", "sentences": [""]}, {"img_id": "616", "sentences": [""]}, {"img_id": "980", "sentences": [""]}, {"img_id": "491", "sentences": [""]}, {"img_id": "1606", "sentences": [""]}, {"img_id": "1453", "sentences": [""]}, {"img_id": "1294", "sentences": [""]}, {"img_id": "1323", "sentences": [""]}, {"img_id": "2416", "sentences": [""]}, {"img_id": "2850", "sentences": [""]}, {"img_id": "2240", "sentences": [""]}, {"img_id": "2728", "sentences": [""]}, {"img_id": "2383", "sentences": [""]}, {"img_id": "4419", "sentences": [""]}, {"img_id": "4438", "sentences": [""]}, {"img_id": "4274", "sentences": [""]}, {"img_id": "5274", "sentences": ["t"]}, {"img_id": "5682", "sentences": ["na"]}, {"img_id": "5694", "sentences": ["p"]}, {"img_id": "4900", "sentences": [""]}, {"img_id": "4518", "sentences": [""]}, {"img_id": "4539", "sentences": [""]}, {"img_id": "4931", "sentences": [""]}, {"img_id": "4145", "sentences": [""]}, {"img_id": "9060", "sentences": [""]}, {"img_id": "9656", "sentences": [""]}, {"img_id": "8265", "sentences": [""]}, {"img_id": "8294", "sentences": [""]}, {"img_id": "9294", "sentences": [""]}, {"img_id": "8509", "sentences": [""]}, {"img_id": "9336", "sentences": ["n a"]}, {"img_id": "8375", "sentences": [""]}, {"img_id": "11861", "sentences": [""]}, {"img_id": "11827", "sentences": [""]}, {"img_id": "12043", "sentences": [""]}, {"img_id": "12535", "sentences": [""]}, {"img_id": "12047", "sentences": [""]}, {"img_id": "12756", "sentences": [""]}, {"img_id": "12337", "sentences": [""]}, {"img_id": "12196", "sentences": [""]}, {"img_id": "13632", "sentences": [""]}, {"img_id": "14861", "sentences": [""]}, {"img_id": "14748", "sentences": [""]}, {"img_id": "10519", "sentences": [""]}, {"img_id": "9327", "sentences": ["", ""]}, {"img_id": "9671", "sentences": [""]}, {"img_id": "2291", "sentences": [""]}, {"img_id": "10487", "sentences": [""]}, {"img_id": "4373", "sentences": [""]}]

filtered-spot-captions/invalid_val.json

@@ -0,0 +1 @@
+[{"img_id": "8069", "sentences": [""]}, {"img_id": "13818", "sentences": [""]}, {"img_id": "13426", "sentences": [""]}, {"img_id": "13882", "sentences": [""]}, {"img_id": "14542", "sentences": [""]}, {"img_id": "13520", "sentences": [""]}]

spot_best/model.cfg.json

@@ -0,0 +1,115 @@
+{
+    "config": "./config/mmvid_spot_config.yaml",
+    "resume": null,
+    "save_model": "./results/spot_2025_08_01_21_32_seed52_ema-1_mmvid/model",
+    "save_mode": "best",
+    "res_root_dir": "./results",
+    "debug": false,
+    "seed": 52,
+    "no_cuda": false,
+    "no_pin_memory": true,
+    "pretrained_model": "./ckpt/img_size224_layer4_spot_wovisual_beit_softmax/dalle.pt",
+    "use_fi_frames": false,
+    "eval": false,
+    "cuda": true,
+    "dalle_param": {
+        "vae": {
+            "which_vae": "vqgan1024",
+            "vae_path": "./pretrained_vqgan/spot_epoch=000042.ckpt",
+            "image_size": 224
+        },
+        "bert": {
+            "num_text_tokens": 0,
+            "text_seq_len": 24,
+            "dim": 768,
+            "loss_img_weight": 7,
+            "text_feature_dim": 0,
+            "fixed_language_model": null,
+            "text_emb_bottleneck": null,
+            "which_transformer": "openai_clip_visual",
+            "num_targets": 4,
+            "num_visuals": 0,
+            "beit": true,
+            "use_separate_visual_emb": false,
+            "insert_sep": false,
+            "openai_clip_path": "./ckpt/ViT-B-32.pt",
+            "vision_layers": 4
+        },
+        "skip_params": [
+            "to_logits_vid.1.bias",
+            "to_logits_vid.1.weight",
+            "to_logits_vid.0.bias",
+            "to_logits_vid.0.weight",
+            "to_logits_rel.1.bias",
+            "to_logits_rel.1.weight",
+            "to_logits_rel.0.bias",
+            "to_logits_rel.0.weight",
+            "to_logits.1.bias",
+            "to_logits.1.weight",
+            "to_logits.0.bias",
+            "to_logits.0.weight",
+            "to_logits_text.1.bias",
+            "to_logits_text.1.weight",
+            "to_logits_text.0.bias",
+            "to_logits_text.0.weight",
+            "image_emb.weight"
+        ],
+        "freeze": false,
+        "use_lora": false,
+        "lora_config": {
+            "r": 8,
+            "lora_alpha": 16,
+            "lora_dropout": 0.1,
+            "bias": "none"
+        }
+    },
+    "decoder_param": {
+        "max_n_sen": 12,
+        "max_t_len": 24,
+        "max_v_len": 4,
+        "exp_id": "init",
+        "hidden_size": 512,
+        "intermediate_size": 2048,
+        "num_hidden_layers": 3,
+        "num_attention_heads": 8,
+        "mask_prob": 0.0,
+        "hidden_dropout_prob": 0.1,
+        "label_smoothing": 0.1,
+        "recurrent": false,
+        "untied": false,
+        "mtrans": true,
+        "use_beam": false,
+        "vocab_size": 834,
+        "mask_token_id": 7
+    },
+    "dset_name": "spot",
+    "data_dir": "/home/sunjiayang/VFI4IDC_test/IDC_scratch_model/densevid_eval/spot_data",
+    "video_feature_dir": "./data/spot/spot_processed",
+    "word2idx_path": "./cache/spot_word2idx2.json",
+    "glove_path": "./cache/yc2_vocab_glove.pt",
+    "eval_tool_dir": "/home/sunjiayang/VFI4IDC_test/IDC_scratch_model/densevid_eval",
+    "filtered": true,
+    "filter_file_path": "./filter_files/spot_similarity_scores.json",
+    "max_k": 2,
+    "num_frames": 9,
+    "recurrent": false,
+    "untied": false,
+    "mtrans": true,
+    "use_beam": false,
+    "image_size": 224,
+    "n_epoch": 40,
+    "batch_size": 16,
+    "val_batch_size": 64,
+    "max_es_cnt": 50,
+    "lr": 5e-05,
+    "lr_finetune": 2e-05,
+    "lr_warmup_proportion": 0.1,
+    "grad_clip": 1,
+    "weight_decay": 0.01,
+    "ema_decay": -1,
+    "num_workers": 32,
+    "temperature": 0.5,
+    "res_dir": "./results/spot_2025_08_01_21_32_seed52_ema-1_mmvid",
+    "log": "./results/spot_2025_08_01_21_32_seed52_ema-1_mmvid/model",
+    "pin_memory": false
+}

spot_best/model_best_greedy_pred_val_all_metrics.json

@@ -0,0 +1,11 @@
+{
+    "total_results": {
+        "Bleu_1": 0.40835212240242813,
+        "Bleu_2": 0.26806414875737755,
+        "Bleu_3": 0.16981931789884383,
+        "Bleu_4": 0.1097176450169506,
+        "METEOR": 0.13564430294381627,
+        "ROUGE_L": 0.3369338843621916,
+        "CIDEr": 0.42686300281493716
+    }
+}

stage1_clevr_best/log.txt

@@ -0,0 +1,1002 @@
+Name: train_image_text_12layer_clevr_wo_visual_beit_softmax Time: 2025-07-01 21:33:14.676478
+--------------------------------------------------
+iter 0000000; MSM 7.0948; REL 1.3891; VID 2.7756; CONST 0.0000; lr 1e-06
+iter 0000200; MSM 5.1115; REL 1.3867; VID 1.3873; CONST 0.0000; lr 6.258524381211508e-05
+iter 0000400; MSM 4.5854; REL 1.3869; VID 2.9475; CONST 0.0000; lr 7.064207302019181e-05
+iter 0000600; MSM 3.4087; REL 1.3868; VID 0.9210; CONST 0.0000; lr 7.535501598163163e-05
+iter 0000800; MSM 3.5412; REL 1.3895; VID 0.8176; CONST 0.0000; lr 7.869890222826853e-05
+iter 0001000; MSM 3.7593; REL 1.3870; VID 1.4438; CONST 0.0000; lr 8.129262190605753e-05
+iter 0001200; MSM 4.6681; REL 1.3868; VID 0.4958; CONST 0.0000; lr 8.341184518970836e-05
+iter 0001400; MSM 4.1877; REL 1.3868; VID 1.6193; CONST 0.0000; lr 8.520362294558676e-05
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+iter 0002000; MSM 3.6711; REL 1.3855; VID 2.6669; CONST 0.0000; lr 8.934945111413428e-05
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+iter 0002400; MSM 4.3803; REL 1.3863; VID 1.2566; CONST 0.0000; lr 9.146867439778508e-05
+iter 0002600; MSM 3.5167; REL 1.3865; VID 0.0816; CONST 0.0000; lr 9.239905461596146e-05
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+iter 0003200; MSM 2.6474; REL 1.3858; VID 0.7225; CONST 0.0000; lr 9.4812560644422e-05
+iter 0003400; MSM 3.5651; REL 1.3873; VID 0.0407; CONST 0.0000; lr 9.551723381842911e-05
+iter 0003600; MSM 3.3315; REL 1.3879; VID 0.0412; CONST 0.0000; lr 9.61816173592249e-05
+iter 0003800; MSM 2.6497; REL 1.3863; VID 0.0916; CONST 0.0000; lr 9.681007027622012e-05
+iter 0004000; MSM 3.5176; REL 1.3864; VID 0.0412; CONST 0.0000; lr 9.7406280322211e-05
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+iter 0004400; MSM 2.6994; REL 1.3859; VID 0.0534; CONST 0.0000; lr 9.851412272857295e-05
+iter 0004600; MSM 4.2614; REL 1.3841; VID 1.5743; CONST 0.0000; lr 9.903080990421993e-05
+iter 0004800; MSM 3.8222; REL 1.3859; VID 4.7532; CONST 0.0000; lr 9.952550360586183e-05
+iter 0005000; MSM 2.6417; REL 1.3863; VID 0.0405; CONST 0.0000; lr 0.0001
+iter 0005200; MSM 2.7716; REL 1.3868; VID 0.0358; CONST 0.0000; lr 0.0001
+iter 0005400; MSM 2.9441; REL 1.3861; VID 0.0263; CONST 0.0000; lr 0.0001
+iter 0005600; MSM 3.2571; REL 1.3865; VID 1.3674; CONST 0.0000; lr 0.0001
+iter 0005800; MSM 3.0429; REL 1.3862; VID 0.3007; CONST 0.0000; lr 0.0001
+iter 0006000; MSM 3.5794; REL 1.3872; VID 1.4089; CONST 0.0000; lr 0.0001
+iter 0006200; MSM 3.6406; REL 1.3859; VID 1.7148; CONST 0.0000; lr 0.0001
+iter 0006400; MSM 3.0196; REL 1.3862; VID 0.0344; CONST 0.0000; lr 0.0001
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+iter 0007000; MSM 2.3600; REL 1.3859; VID 0.0677; CONST 0.0000; lr 0.0001
+iter 0007200; MSM 3.0580; REL 1.3868; VID 2.0016; CONST 0.0000; lr 0.0001
+iter 0007400; MSM 2.4856; REL 1.3863; VID 0.0537; CONST 0.0000; lr 0.0001
+iter 0007600; MSM 2.9465; REL 1.3889; VID 1.4236; CONST 0.0000; lr 0.0001
+iter 0007800; MSM 2.3682; REL 1.3864; VID 0.0888; CONST 0.0000; lr 0.0001
+iter 0008000; MSM 4.9044; REL 1.3867; VID 0.0204; CONST 0.0000; lr 0.0001
+iter 0008200; MSM 3.7983; REL 1.3782; VID 1.4024; CONST 0.0000; lr 0.0001
+iter 0008400; MSM 1.6203; REL 1.3865; VID 0.0305; CONST 0.0000; lr 0.0001
+iter 0008600; MSM 1.9645; REL 1.3871; VID 0.1093; CONST 0.0000; lr 0.0001
+iter 0008800; MSM 2.7325; REL 1.3862; VID 0.0238; CONST 0.0000; lr 0.0001
+iter 0009000; MSM 2.2999; REL 1.3861; VID 0.0891; CONST 0.0000; lr 0.0001
+iter 0009200; MSM 4.1612; REL 1.3856; VID 1.4070; CONST 0.0000; lr 0.0001
+iter 0009400; MSM 3.4292; REL 1.3677; VID 1.7918; CONST 0.0000; lr 0.0001
+iter 0009600; MSM 2.4223; REL 1.3867; VID 0.0374; CONST 0.0000; lr 0.0001
+iter 0009800; MSM 2.5791; REL 1.3919; VID 0.3292; CONST 0.0000; lr 0.0001
+iter 0010000; MSM 2.5983; REL 1.3865; VID 0.0419; CONST 0.0000; lr 0.0001
+iter 0010200; MSM 2.3717; REL 1.3874; VID 0.0183; CONST 0.0000; lr 0.0001
+iter 0010400; MSM 4.5634; REL 0.0000; VID 2.7741; CONST 0.0000; lr 0.0001
+iter 0010600; MSM 2.7696; REL 1.3864; VID 0.4876; CONST 0.0000; lr 0.0001
+iter 0010800; MSM 2.0692; REL 1.3860; VID 0.0253; CONST 0.0000; lr 0.0001
+iter 0011000; MSM 2.1810; REL 1.3809; VID 0.0802; CONST 0.0000; lr 0.0001
+iter 0011200; MSM 3.0078; REL 1.3863; VID 0.0420; CONST 0.0000; lr 0.0001
+iter 0011400; MSM 2.0962; REL 1.3823; VID 0.5059; CONST 0.0000; lr 0.0001
+iter 0011600; MSM 4.0854; REL 1.3921; VID 1.4031; CONST 0.0000; lr 0.0001
+iter 0011800; MSM 2.4513; REL 1.3875; VID 0.0610; CONST 0.0000; lr 0.0001
+iter 0012000; MSM 2.4983; REL 1.3978; VID 0.2867; CONST 0.0000; lr 0.0001
+iter 0012200; MSM 2.2161; REL 1.4219; VID 1.4384; CONST 0.0000; lr 0.0001
+iter 0012400; MSM 2.4077; REL 1.3854; VID 1.3671; CONST 0.0000; lr 0.0001
+iter 0012600; MSM 2.4741; REL 1.4176; VID 1.9908; CONST 0.0000; lr 0.0001
+iter 0012800; MSM 3.2272; REL 1.5049; VID 1.3966; CONST 0.0000; lr 0.0001
+iter 0013000; MSM 2.0181; REL 0.5389; VID 0.0551; CONST 0.0000; lr 0.0001
+iter 0013200; MSM 4.0885; REL 1.3857; VID 1.4331; CONST 0.0000; lr 0.0001
+iter 0013400; MSM 2.6064; REL 1.4512; VID 0.0234; CONST 0.0000; lr 0.0001
+iter 0013600; MSM 2.1907; REL 1.6856; VID 0.0228; CONST 0.0000; lr 0.0001
+iter 0013800; MSM 1.7901; REL 2.3234; VID 0.1075; CONST 0.0000; lr 0.0001
+iter 0014000; MSM 2.4925; REL 1.4211; VID 0.0574; CONST 0.0000; lr 0.0001
+iter 0014200; MSM 1.9677; REL 1.3931; VID 0.0432; CONST 0.0000; lr 0.0001
+iter 0014400; MSM 1.8342; REL 1.4112; VID 0.0282; CONST 0.0000; lr 0.0001
+iter 0014600; MSM 1.9040; REL 0.5531; VID 0.0116; CONST 0.0000; lr 0.0001
+iter 0014800; MSM 3.5269; REL 0.3542; VID 1.4252; CONST 0.0000; lr 0.0001
+iter 0015000; MSM 1.9704; REL 0.4463; VID 0.0600; CONST 0.0000; lr 0.0001
+iter 0015200; MSM 1.8668; REL 1.4061; VID 0.0237; CONST 0.0000; lr 0.0001
+iter 0015400; MSM 2.0482; REL 1.5156; VID 0.0161; CONST 0.0000; lr 0.0001
+iter 0015600; MSM 3.3613; REL 1.8437; VID 1.5656; CONST 0.0000; lr 0.0001
+iter 0015800; MSM 2.2227; REL 1.4591; VID 0.7177; CONST 0.0000; lr 0.0001
+iter 0016000; MSM 1.9040; REL 1.4491; VID 0.0371; CONST 0.0000; lr 0.0001
+iter 0016200; MSM 1.9148; REL 0.4663; VID 0.0276; CONST 0.0000; lr 0.0001
+iter 0016400; MSM 2.6425; REL 1.4144; VID 0.0294; CONST 0.0000; lr 0.0001
+iter 0016600; MSM 2.5869; REL 1.4228; VID 0.4710; CONST 0.0000; lr 0.0001
+iter 0016800; MSM 1.7079; REL 0.4668; VID 0.1752; CONST 0.0000; lr 0.0001
+iter 0017000; MSM 1.9090; REL 0.4537; VID 0.0610; CONST 0.0000; lr 0.0001
+iter 0017200; MSM 2.4951; REL 0.4068; VID 0.2158; CONST 0.0000; lr 0.0001
+iter 0017400; MSM 2.1890; REL 1.4012; VID 0.1036; CONST 0.0000; lr 0.0001
+iter 0017600; MSM 2.1786; REL 1.4743; VID 0.0343; CONST 0.0000; lr 0.0001
+iter 0017800; MSM 4.2338; REL 1.4041; VID 1.5006; CONST 0.0000; lr 0.0001
+iter 0018000; MSM 1.6663; REL 1.3914; VID 0.0086; CONST 0.0000; lr 0.0001
+iter 0018200; MSM 2.2097; REL 1.6229; VID 0.0261; CONST 0.0000; lr 0.0001
+iter 0018400; MSM 3.4302; REL 1.4272; VID 1.3991; CONST 0.0000; lr 0.0001
+iter 0018600; MSM 1.9469; REL 1.4468; VID 0.0903; CONST 0.0000; lr 0.0001
+iter 0018800; MSM 4.0188; REL 0.0000; VID 2.7731; CONST 0.0000; lr 0.0001
+iter 0019000; MSM 2.1224; REL 1.7098; VID 0.0175; CONST 0.0000; lr 0.0001
+iter 0019200; MSM 1.8166; REL 1.3956; VID 0.0201; CONST 0.0000; lr 0.0001
+iter 0019400; MSM 1.9202; REL 1.3438; VID 0.7431; CONST 0.0000; lr 0.0001
+iter 0019600; MSM 3.1675; REL 1.5000; VID 2.3310; CONST 0.0000; lr 0.0001
+iter 0019800; MSM 1.9543; REL 0.4514; VID 0.0294; CONST 0.0000; lr 0.0001
+iter 0020000; MSM 1.9607; REL 1.4006; VID 0.0185; CONST 0.0000; lr 0.0001
+iter 0020200; MSM 1.5489; REL 0.3981; VID 0.0189; CONST 0.0000; lr 0.0001
+iter 0020400; MSM 2.0116; REL 1.8063; VID 0.0300; CONST 0.0000; lr 0.0001
+iter 0020600; MSM 2.8553; REL 1.3797; VID 0.0579; CONST 0.0000; lr 0.0001
+iter 0020800; MSM 1.6468; REL 1.3051; VID 0.0595; CONST 0.0000; lr 0.0001
+iter 0021000; MSM 2.3498; REL 1.4270; VID 0.0266; CONST 0.0000; lr 0.0001
+iter 0021200; MSM 1.7956; REL 1.4122; VID 0.0151; CONST 0.0000; lr 0.0001
+iter 0021400; MSM 2.2565; REL 1.4437; VID 1.6925; CONST 0.0000; lr 0.0001
+iter 0021600; MSM 2.6829; REL 0.4573; VID 2.2185; CONST 0.0000; lr 0.0001
+iter 0021800; MSM 2.0746; REL 1.3897; VID 0.0275; CONST 0.0000; lr 0.0001
+iter 0022000; MSM 1.9046; REL 0.4711; VID 0.0153; CONST 0.0000; lr 0.0001
+iter 0022200; MSM 2.3657; REL 1.4056; VID 1.6674; CONST 0.0000; lr 0.0001
+iter 0022400; MSM 2.6238; REL 0.9022; VID 0.0172; CONST 0.0000; lr 0.0001
+iter 0022600; MSM 3.1983; REL 1.4051; VID 1.9460; CONST 0.0000; lr 0.0001
+iter 0022800; MSM 1.7473; REL 1.4515; VID 0.0158; CONST 0.0000; lr 0.0001
+iter 0023000; MSM 1.6746; REL 1.0712; VID 0.0273; CONST 0.0000; lr 0.0001
+iter 0023200; MSM 2.1405; REL 1.3928; VID 0.4764; CONST 0.0000; lr 0.0001
+iter 0023400; MSM 1.5458; REL 1.3806; VID 1.8270; CONST 0.0000; lr 0.0001
+iter 0023600; MSM 1.9225; REL 1.4347; VID 0.0296; CONST 0.0000; lr 0.0001
+iter 0023800; MSM 1.9433; REL 1.4425; VID 0.0298; CONST 0.0000; lr 0.0001
+iter 0024000; MSM 2.4049; REL 1.8724; VID 0.0311; CONST 0.0000; lr 0.0001
+iter 0024200; MSM 2.0753; REL 0.5664; VID 0.0381; CONST 0.0000; lr 0.0001
+iter 0024400; MSM 1.6582; REL 1.4008; VID 0.0221; CONST 0.0000; lr 0.0001
+iter 0024600; MSM 4.0010; REL 0.0000; VID 2.7736; CONST 0.0000; lr 0.0001
+iter 0024800; MSM 2.0796; REL 0.5887; VID 0.0173; CONST 0.0000; lr 0.0001
+iter 0025000; MSM 2.0421; REL 1.4256; VID 0.0699; CONST 0.0000; lr 0.0001
+iter 0025200; MSM 2.0157; REL 1.4456; VID 0.0219; CONST 0.0000; lr 0.0001
+iter 0025400; MSM 2.4413; REL 1.4137; VID 0.0468; CONST 0.0000; lr 0.0001
+iter 0025600; MSM 3.1683; REL 0.2507; VID 1.4152; CONST 0.0000; lr 0.0001
+iter 0025800; MSM 1.7801; REL 0.3924; VID 0.0338; CONST 0.0000; lr 0.0001
+iter 0026000; MSM 1.7037; REL 0.5566; VID 0.0321; CONST 0.0000; lr 0.0001
+iter 0026200; MSM 2.1263; REL 0.3212; VID 0.0194; CONST 0.0000; lr 0.0001
+iter 0026400; MSM 3.2172; REL 1.4323; VID 1.4029; CONST 0.0000; lr 0.0001
+iter 0026600; MSM 2.5281; REL 1.4332; VID 0.0262; CONST 0.0000; lr 0.0001
+iter 0026800; MSM 3.8809; REL 1.0218; VID 1.3928; CONST 0.0000; lr 0.0001
+iter 0027000; MSM 1.5844; REL 0.4088; VID 0.0386; CONST 0.0000; lr 0.0001
+iter 0027200; MSM 2.0450; REL 2.2491; VID 0.0192; CONST 0.0000; lr 0.0001
+iter 0027400; MSM 1.5286; REL 1.3088; VID 0.0270; CONST 0.0000; lr 0.0001
+iter 0027600; MSM 4.1405; REL 1.7701; VID 1.4513; CONST 0.0000; lr 0.0001
+iter 0027800; MSM 1.6726; REL 1.6051; VID 0.0146; CONST 0.0000; lr 0.0001
+iter 0028000; MSM 1.7696; REL 0.9834; VID 1.6227; CONST 0.0000; lr 0.0001
+iter 0028200; MSM 2.3439; REL 1.4069; VID 0.3899; CONST 0.0000; lr 0.0001
+iter 0028400; MSM 4.6355; REL 0.4286; VID 1.4003; CONST 0.0000; lr 0.0001
+iter 0028600; MSM 2.0369; REL 0.3238; VID 0.1589; CONST 0.0000; lr 0.0001
+iter 0028800; MSM 1.8092; REL 2.0279; VID 0.0130; CONST 0.0000; lr 0.0001
+iter 0029000; MSM 1.5229; REL 0.4225; VID 0.0298; CONST 0.0000; lr 0.0001
+iter 0029200; MSM 1.2456; REL 0.3224; VID 0.0379; CONST 0.0000; lr 0.0001
+iter 0029400; MSM 2.9230; REL 1.3727; VID 3.8082; CONST 0.0000; lr 0.0001
+iter 0029600; MSM 1.7707; REL 1.3993; VID 0.0271; CONST 0.0000; lr 0.0001
+iter 0029800; MSM 1.7180; REL 0.5489; VID 0.0312; CONST 0.0000; lr 0.0001
+iter 0030000; MSM 1.9291; REL 0.8075; VID 0.0203; CONST 0.0000; lr 0.0001
+iter 0030200; MSM 1.8585; REL 0.4645; VID 0.0077; CONST 0.0000; lr 0.0001
+iter 0030400; MSM 1.7424; REL 1.3981; VID 0.0433; CONST 0.0000; lr 0.0001
+iter 0030600; MSM 1.5478; REL 1.3928; VID 0.0133; CONST 0.0000; lr 0.0001
+iter 0030800; MSM 1.6070; REL 1.4104; VID 0.0458; CONST 0.0000; lr 0.0001
+iter 0031000; MSM 1.2738; REL 0.3184; VID 0.0169; CONST 0.0000; lr 0.0001
+iter 0031200; MSM 1.9829; REL 1.3993; VID 0.0132; CONST 0.0000; lr 0.0001
+iter 0031400; MSM 2.7220; REL 1.1581; VID 0.0255; CONST 0.0000; lr 0.0001
+iter 0031600; MSM 2.7249; REL 0.5701; VID 1.4007; CONST 0.0000; lr 0.0001
+iter 0031800; MSM 2.1121; REL 0.3869; VID 0.0145; CONST 0.0000; lr 0.0001
+iter 0032000; MSM 3.5726; REL 1.6764; VID 1.4230; CONST 0.0000; lr 0.0001
+iter 0032200; MSM 1.4254; REL 1.4370; VID 0.0136; CONST 0.0000; lr 0.0001
+iter 0032400; MSM 1.9581; REL 1.3575; VID 0.0170; CONST 0.0000; lr 0.0001
+iter 0032600; MSM 2.2174; REL 2.1135; VID 0.0359; CONST 0.0000; lr 0.0001
+iter 0032800; MSM 1.9870; REL 0.3568; VID 0.0190; CONST 0.0000; lr 0.0001
+iter 0033000; MSM 3.3402; REL 0.1665; VID 1.3907; CONST 0.0000; lr 0.0001
+iter 0033200; MSM 3.1294; REL 0.5671; VID 0.0180; CONST 0.0000; lr 0.0001
+iter 0033400; MSM 1.7024; REL 0.3526; VID 0.0206; CONST 0.0000; lr 0.0001
+iter 0033600; MSM 1.7950; REL 0.3623; VID 0.0553; CONST 0.0000; lr 0.0001
+iter 0033800; MSM 1.9566; REL 1.4081; VID 0.0161; CONST 0.0000; lr 0.0001
+iter 0034000; MSM 1.9089; REL 1.3617; VID 0.0163; CONST 0.0000; lr 0.0001
+iter 0034200; MSM 1.7027; REL 1.4308; VID 1.1442; CONST 0.0000; lr 0.0001
+iter 0034400; MSM 2.0135; REL 0.7266; VID 0.0229; CONST 0.0000; lr 0.0001
+iter 0034600; MSM 1.4031; REL 1.4279; VID 0.0193; CONST 0.0000; lr 0.0001
+iter 0034800; MSM 1.7403; REL 1.3916; VID 0.0151; CONST 0.0000; lr 0.0001
+iter 0035000; MSM 1.8175; REL 1.4123; VID 0.0194; CONST 0.0000; lr 0.0001
+iter 0035200; MSM 1.7572; REL 1.3870; VID 1.5192; CONST 0.0000; lr 0.0001
+iter 0035400; MSM 1.4813; REL 1.3928; VID 0.0153; CONST 0.0000; lr 0.0001
+iter 0035600; MSM 4.1401; REL 0.0000; VID 2.7732; CONST 0.0000; lr 0.0001
+iter 0035800; MSM 2.5705; REL 0.7120; VID 0.0118; CONST 0.0000; lr 0.0001
+iter 0036000; MSM 1.8556; REL 0.3514; VID 0.0238; CONST 0.0000; lr 0.0001
+iter 0036200; MSM 3.2270; REL 2.6527; VID 1.4034; CONST 0.0000; lr 0.0001
+iter 0036400; MSM 1.7148; REL 0.4861; VID 0.0102; CONST 0.0000; lr 0.0001
+iter 0036600; MSM 1.7217; REL 1.4070; VID 0.0602; CONST 0.0000; lr 0.0001
+iter 0036800; MSM 1.7467; REL 1.4235; VID 0.0163; CONST 0.0000; lr 0.0001
+iter 0037000; MSM 2.0709; REL 1.4004; VID 0.0830; CONST 0.0000; lr 0.0001
+iter 0037200; MSM 3.0573; REL 0.4954; VID 0.0175; CONST 0.0000; lr 0.0001
+iter 0037400; MSM 1.6967; REL 0.3278; VID 0.0088; CONST 0.0000; lr 0.0001
+iter 0037600; MSM 1.8630; REL 2.4646; VID 0.0520; CONST 0.0000; lr 0.0001
+iter 0037800; MSM 2.9214; REL 1.3924; VID 1.3982; CONST 0.0000; lr 0.0001
+iter 0038000; MSM 1.6190; REL 1.3762; VID 0.0411; CONST 0.0000; lr 0.0001
+iter 0038200; MSM 2.0469; REL 0.2867; VID 0.0159; CONST 0.0000; lr 0.0001
+iter 0038400; MSM 3.4912; REL 1.4063; VID 0.0156; CONST 0.0000; lr 0.0001
+iter 0038600; MSM 1.6645; REL 0.3808; VID 0.0090; CONST 0.0000; lr 0.0001
+iter 0038800; MSM 1.6919; REL 1.3953; VID 0.0143; CONST 0.0000; lr 0.0001
+iter 0039000; MSM 1.7995; REL 1.4256; VID 0.3826; CONST 0.0000; lr 0.0001
+iter 0039200; MSM 1.4871; REL 0.3415; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0039400; MSM 1.8975; REL 1.4026; VID 0.3115; CONST 0.0000; lr 0.0001
+iter 0039600; MSM 1.3572; REL 1.3967; VID 0.0065; CONST 0.0000; lr 0.0001
+iter 0039800; MSM 2.8097; REL 0.8066; VID 0.4414; CONST 0.0000; lr 0.0001
+iter 0040000; MSM 1.4989; REL 0.4126; VID 0.0122; CONST 0.0000; lr 0.0001
+iter 0040200; MSM 2.1239; REL 1.4351; VID 0.0242; CONST 0.0000; lr 0.0001
+iter 0040400; MSM 1.7217; REL 1.2413; VID 1.7046; CONST 0.0000; lr 0.0001
+iter 0040600; MSM 1.8091; REL 0.2519; VID 0.2288; CONST 0.0000; lr 0.0001
+iter 0040800; MSM 2.8807; REL 1.4330; VID 1.4016; CONST 0.0000; lr 0.0001
+iter 0041000; MSM 2.0557; REL 1.3817; VID 0.0241; CONST 0.0000; lr 0.0001
+iter 0041200; MSM 1.6673; REL 0.6269; VID 0.0103; CONST 0.0000; lr 0.0001
+iter 0041400; MSM 2.4475; REL 0.4544; VID 0.0151; CONST 0.0000; lr 0.0001
+iter 0041600; MSM 1.6039; REL 1.4113; VID 0.0173; CONST 0.0000; lr 0.0001
+iter 0041800; MSM 1.5415; REL 0.3559; VID 0.0206; CONST 0.0000; lr 0.0001
+iter 0042000; MSM 1.8067; REL 1.4219; VID 0.0084; CONST 0.0000; lr 0.0001
+iter 0042200; MSM 1.4654; REL 0.3745; VID 0.0073; CONST 0.0000; lr 0.0001
+iter 0042400; MSM 1.6464; REL 1.4252; VID 2.0800; CONST 0.0000; lr 0.0001
+iter 0042600; MSM 1.2854; REL 1.4127; VID 0.0127; CONST 0.0000; lr 0.0001
+iter 0042800; MSM 1.7648; REL 1.4226; VID 0.0195; CONST 0.0000; lr 0.0001
+iter 0043000; MSM 1.1190; REL 1.4157; VID 0.0192; CONST 0.0000; lr 0.0001
+iter 0043200; MSM 1.7789; REL 1.3873; VID 0.0227; CONST 0.0000; lr 0.0001
+iter 0043400; MSM 3.0057; REL 0.0218; VID 1.3908; CONST 0.0000; lr 0.0001
+iter 0043600; MSM 3.1105; REL 2.8354; VID 1.3891; CONST 0.0000; lr 0.0001
+iter 0043800; MSM 1.8918; REL 1.4282; VID 0.0125; CONST 0.0000; lr 0.0001
+iter 0044000; MSM 2.9856; REL 1.4428; VID 1.6847; CONST 0.0000; lr 0.0001
+iter 0044200; MSM 1.4169; REL 0.3168; VID 0.0155; CONST 0.0000; lr 0.0001
+iter 0044400; MSM 2.3890; REL 1.4879; VID 0.0063; CONST 0.0000; lr 0.0001
+iter 0044600; MSM 1.7737; REL 0.3614; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0044800; MSM 2.0342; REL 0.5681; VID 0.0238; CONST 0.0000; lr 0.0001
+iter 0045000; MSM 2.3479; REL 0.3714; VID 0.0309; CONST 0.0000; lr 0.0001
+iter 0045200; MSM 1.8175; REL 0.4301; VID 0.0090; CONST 0.0000; lr 0.0001
+iter 0045400; MSM 1.6369; REL 1.4491; VID 0.0073; CONST 0.0000; lr 0.0001
+iter 0045600; MSM 2.5571; REL 0.3560; VID 0.0078; CONST 0.0000; lr 0.0001
+iter 0045800; MSM 3.5649; REL 1.4834; VID 0.0335; CONST 0.0000; lr 0.0001
+iter 0046000; MSM 2.2599; REL 1.5454; VID 1.4950; CONST 0.0000; lr 0.0001
+iter 0046200; MSM 3.0413; REL 1.2516; VID 1.4134; CONST 0.0000; lr 0.0001
+iter 0046400; MSM 3.2924; REL 1.4436; VID 1.3954; CONST 0.0000; lr 0.0001
+iter 0046600; MSM 1.4863; REL 1.4800; VID 0.0099; CONST 0.0000; lr 0.0001
+iter 0046800; MSM 1.5402; REL 0.3114; VID 0.0111; CONST 0.0000; lr 0.0001
+iter 0047000; MSM 1.3930; REL 1.4883; VID 0.0193; CONST 0.0000; lr 0.0001
+iter 0047200; MSM 2.0170; REL 1.2256; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0047400; MSM 1.4619; REL 1.1791; VID 0.0125; CONST 0.0000; lr 0.0001
+iter 0047600; MSM 1.7182; REL 0.4474; VID 0.0254; CONST 0.0000; lr 0.0001
+iter 0047800; MSM 2.3426; REL 0.3142; VID 0.0205; CONST 0.0000; lr 0.0001
+iter 0048000; MSM 1.7333; REL 0.4507; VID 0.0854; CONST 0.0000; lr 0.0001
+iter 0048200; MSM 1.6638; REL 0.3911; VID 0.0093; CONST 0.0000; lr 0.0001
+iter 0048400; MSM 1.3851; REL 1.3977; VID 0.0182; CONST 0.0000; lr 0.0001
+iter 0048600; MSM 1.4857; REL 0.2274; VID 0.0111; CONST 0.0000; lr 0.0001
+iter 0048800; MSM 1.9690; REL 1.6103; VID 0.0185; CONST 0.0000; lr 0.0001
+iter 0049000; MSM 1.4344; REL 1.4099; VID 0.0129; CONST 0.0000; lr 0.0001
+iter 0049200; MSM 2.7660; REL 0.1046; VID 1.3987; CONST 0.0000; lr 0.0001
+iter 0049400; MSM 2.3042; REL 1.4480; VID 0.0097; CONST 0.0000; lr 0.0001
+iter 0049600; MSM 1.4322; REL 0.2662; VID 0.0028; CONST 0.0000; lr 0.0001
+iter 0049800; MSM 1.6239; REL 1.2875; VID 0.0331; CONST 0.0000; lr 0.0001
+iter 0050000; MSM 1.8662; REL 0.2340; VID 0.0264; CONST 0.0000; lr 0.0001
+iter 0050200; MSM 1.9776; REL 0.8007; VID 0.0059; CONST 0.0000; lr 0.0001
+iter 0050400; MSM 1.4892; REL 0.4541; VID 0.0908; CONST 0.0000; lr 0.0001
+iter 0050600; MSM 1.5351; REL 0.3655; VID 0.0095; CONST 0.0000; lr 0.0001
+iter 0050800; MSM 1.4098; REL 1.4160; VID 0.0265; CONST 0.0000; lr 0.0001
+iter 0051000; MSM 1.8911; REL 0.2912; VID 0.0048; CONST 0.0000; lr 0.0001
+iter 0051200; MSM 1.8092; REL 1.3871; VID 0.0134; CONST 0.0000; lr 0.0001
+iter 0051400; MSM 1.5029; REL 1.4440; VID 0.0561; CONST 0.0000; lr 0.0001
+iter 0051600; MSM 1.3410; REL 1.1805; VID 0.0126; CONST 0.0000; lr 0.0001
+iter 0051800; MSM 1.4885; REL 1.4125; VID 0.0139; CONST 0.0000; lr 0.0001
+iter 0052000; MSM 1.5832; REL 1.6605; VID 0.0156; CONST 0.0000; lr 0.0001
+iter 0052200; MSM 2.5401; REL 1.4196; VID 0.0097; CONST 0.0000; lr 0.0001
+iter 0052400; MSM 2.7694; REL 0.0561; VID 1.3971; CONST 0.0000; lr 0.0001
+iter 0052600; MSM 2.4837; REL 0.0341; VID 1.3934; CONST 0.0000; lr 0.0001
+iter 0052800; MSM 1.3625; REL 0.2849; VID 0.0126; CONST 0.0000; lr 0.0001
+iter 0053000; MSM 1.3518; REL 0.9082; VID 0.0043; CONST 0.0000; lr 0.0001
+iter 0053200; MSM 2.9708; REL 1.4360; VID 1.3987; CONST 0.0000; lr 0.0001
+iter 0053400; MSM 1.6910; REL 0.4707; VID 0.0109; CONST 0.0000; lr 0.0001
+iter 0053600; MSM 2.1904; REL 1.4173; VID 0.0411; CONST 0.0000; lr 0.0001
+iter 0053800; MSM 1.6546; REL 0.2963; VID 0.0097; CONST 0.0000; lr 0.0001
+iter 0054000; MSM 2.2001; REL 1.3450; VID 0.0236; CONST 0.0000; lr 0.0001
+iter 0054200; MSM 3.1975; REL 1.6856; VID 1.3899; CONST 0.0000; lr 0.0001
+iter 0054400; MSM 2.3253; REL 1.6367; VID 0.1859; CONST 0.0000; lr 0.0001
+iter 0054600; MSM 1.4842; REL 1.4819; VID 0.0112; CONST 0.0000; lr 0.0001
+iter 0054800; MSM 1.4897; REL 1.3824; VID 0.0079; CONST 0.0000; lr 0.0001
+iter 0055000; MSM 1.3152; REL 0.1403; VID 0.0085; CONST 0.0000; lr 0.0001
+iter 0055200; MSM 2.7022; REL 1.9807; VID 1.3944; CONST 0.0000; lr 0.0001
+iter 0055400; MSM 1.8080; REL 0.4916; VID 0.0207; CONST 0.0000; lr 0.0001
+iter 0055600; MSM 1.8799; REL 1.4008; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0055800; MSM 2.2668; REL 0.4844; VID 0.0435; CONST 0.0000; lr 0.0001
+iter 0056000; MSM 3.7543; REL 0.1108; VID 1.3987; CONST 0.0000; lr 0.0001
+iter 0056200; MSM 1.2468; REL 1.4086; VID 0.0129; CONST 0.0000; lr 0.0001
+iter 0056400; MSM 2.2813; REL 2.5232; VID 0.0062; CONST 0.0000; lr 0.0001
+iter 0056600; MSM 1.8964; REL 1.3217; VID 0.0118; CONST 0.0000; lr 0.0001
+iter 0056800; MSM 4.2127; REL 1.2833; VID 1.4104; CONST 0.0000; lr 0.0001
+iter 0057000; MSM 1.6196; REL 1.4014; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0057200; MSM 2.7774; REL 0.0704; VID 1.3961; CONST 0.0000; lr 0.0001
+iter 0057400; MSM 2.2258; REL 0.6553; VID 0.0230; CONST 0.0000; lr 0.0001
+iter 0057600; MSM 3.2136; REL 0.4877; VID 4.3466; CONST 0.0000; lr 0.0001
+iter 0057800; MSM 3.8744; REL 1.5667; VID 1.4145; CONST 0.0000; lr 0.0001
+iter 0058000; MSM 1.5067; REL 0.9696; VID 0.0068; CONST 0.0000; lr 0.0001
+iter 0058200; MSM 1.3124; REL 0.7213; VID 0.0843; CONST 0.0000; lr 0.0001
+iter 0058400; MSM 2.1451; REL 0.5874; VID 0.0243; CONST 0.0000; lr 0.0001
+iter 0058600; MSM 2.1812; REL 1.3245; VID 0.0551; CONST 0.0000; lr 0.0001
+iter 0058800; MSM 1.9999; REL 1.3762; VID 0.0376; CONST 0.0000; lr 0.0001
+iter 0059000; MSM 3.0180; REL 0.1108; VID 1.3955; CONST 0.0000; lr 0.0001
+iter 0059200; MSM 1.5826; REL 0.2667; VID 0.0818; CONST 0.0000; lr 0.0001
+iter 0059400; MSM 1.6303; REL 0.2339; VID 0.0028; CONST 0.0000; lr 0.0001
+iter 0059600; MSM 4.4783; REL 0.0000; VID 2.7726; CONST 0.0000; lr 0.0001
+iter 0059800; MSM 4.6360; REL 1.4641; VID 1.4102; CONST 0.0000; lr 0.0001
+iter 0060000; MSM 1.5827; REL 0.1915; VID 0.0215; CONST 0.0000; lr 0.0001
+iter 0060200; MSM 1.3975; REL 0.2709; VID 0.0137; CONST 0.0000; lr 0.0001
+iter 0060400; MSM 1.1527; REL 1.2355; VID 0.0042; CONST 0.0000; lr 0.0001
+iter 0060600; MSM 1.6217; REL 0.5951; VID 0.0082; CONST 0.0000; lr 0.0001
+iter 0060800; MSM 1.5634; REL 1.4100; VID 0.0863; CONST 0.0000; lr 0.0001
+iter 0061000; MSM 1.6084; REL 0.4608; VID 0.0106; CONST 0.0000; lr 0.0001
+iter 0061200; MSM 2.1110; REL 0.7062; VID 0.1170; CONST 0.0000; lr 0.0001
+iter 0061400; MSM 4.3299; REL 0.0000; VID 2.7730; CONST 0.0000; lr 0.0001
+iter 0061600; MSM 3.6273; REL 0.0793; VID 5.0820; CONST 0.0000; lr 0.0001
+iter 0061800; MSM 1.8631; REL 0.3231; VID 0.0186; CONST 0.0000; lr 0.0001
+iter 0062000; MSM 1.4078; REL 0.1854; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0062200; MSM 3.6262; REL 0.0495; VID 1.4000; CONST 0.0000; lr 0.0001
+iter 0062400; MSM 3.1685; REL 0.3418; VID 1.3895; CONST 0.0000; lr 0.0001
+iter 0062600; MSM 1.6218; REL 0.3605; VID 0.0747; CONST 0.0000; lr 0.0001
+iter 0062800; MSM 2.3463; REL 0.6343; VID 0.0343; CONST 0.0000; lr 0.0001
+iter 0063000; MSM 4.3982; REL 0.8799; VID 1.3946; CONST 0.0000; lr 0.0001
+iter 0063200; MSM 1.5052; REL 0.8048; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0063400; MSM 2.0582; REL 2.1576; VID 0.0065; CONST 0.0000; lr 0.0001
+iter 0063600; MSM 3.1737; REL 0.1437; VID 6.9145; CONST 0.0000; lr 0.0001
+iter 0063800; MSM 2.5636; REL 1.6942; VID 0.2182; CONST 0.0000; lr 0.0001
+iter 0064000; MSM 1.2183; REL 1.4063; VID 0.0093; CONST 0.0000; lr 0.0001
+iter 0064200; MSM 1.2795; REL 0.7268; VID 0.0176; CONST 0.0000; lr 0.0001
+iter 0064400; MSM 2.2559; REL 0.0867; VID 0.0127; CONST 0.0000; lr 0.0001
+iter 0064600; MSM 1.4411; REL 0.8590; VID 0.0058; CONST 0.0000; lr 0.0001
+iter 0064800; MSM 1.8946; REL 0.5384; VID 0.0173; CONST 0.0000; lr 0.0001
+iter 0065000; MSM 1.6037; REL 2.9525; VID 0.0099; CONST 0.0000; lr 0.0001
+iter 0065200; MSM 2.8220; REL 1.0245; VID 0.0437; CONST 0.0000; lr 0.0001
+iter 0065400; MSM 2.9927; REL 1.2844; VID 1.3997; CONST 0.0000; lr 0.0001
+iter 0065600; MSM 1.1475; REL 1.3067; VID 0.0112; CONST 0.0000; lr 0.0001
+iter 0065800; MSM 1.4926; REL 0.2688; VID 0.0092; CONST 0.0000; lr 0.0001
+iter 0066000; MSM 3.2696; REL 0.5403; VID 1.4578; CONST 0.0000; lr 0.0001
+iter 0066200; MSM 1.5220; REL 0.6700; VID 0.0080; CONST 0.0000; lr 0.0001
+iter 0066400; MSM 1.3673; REL 1.5020; VID 0.0053; CONST 0.0000; lr 0.0001
+iter 0066600; MSM 1.6194; REL 0.8873; VID 0.0209; CONST 0.0000; lr 0.0001
+iter 0066800; MSM 2.7529; REL 1.4238; VID 0.0225; CONST 0.0000; lr 0.0001
+iter 0067000; MSM 3.0144; REL 1.3824; VID 0.0085; CONST 0.0000; lr 0.0001
+iter 0067200; MSM 1.6653; REL 1.4599; VID 0.0112; CONST 0.0000; lr 0.0001
+iter 0067400; MSM 1.2154; REL 0.3925; VID 0.0079; CONST 0.0000; lr 0.0001
+iter 0067600; MSM 1.2233; REL 0.2253; VID 0.0074; CONST 0.0000; lr 0.0001
+iter 0067800; MSM 1.3022; REL 1.5064; VID 0.0493; CONST 0.0000; lr 0.0001
+iter 0068000; MSM 1.3624; REL 0.0571; VID 0.0058; CONST 0.0000; lr 0.0001
+iter 0068200; MSM 1.5083; REL 0.3279; VID 0.0602; CONST 0.0000; lr 0.0001
+iter 0068400; MSM 1.8106; REL 0.7906; VID 0.0173; CONST 0.0000; lr 0.0001
+iter 0068600; MSM 3.3264; REL 0.6633; VID 1.3892; CONST 0.0000; lr 0.0001
+iter 0068800; MSM 1.5872; REL 1.4257; VID 0.0140; CONST 0.0000; lr 0.0001
+iter 0069000; MSM 1.2406; REL 1.4319; VID 0.0310; CONST 0.0000; lr 0.0001
+iter 0069200; MSM 1.5803; REL 0.4132; VID 0.0221; CONST 0.0000; lr 0.0001
+iter 0069400; MSM 3.7836; REL 0.3536; VID 1.3913; CONST 0.0000; lr 0.0001
+iter 0069600; MSM 2.0327; REL 0.4691; VID 0.1723; CONST 0.0000; lr 0.0001
+iter 0069800; MSM 3.7319; REL 1.4051; VID 0.0167; CONST 0.0000; lr 0.0001
+iter 0070000; MSM 1.2995; REL 0.7114; VID 0.0174; CONST 0.0000; lr 0.0001
+iter 0070200; MSM 1.5061; REL 1.4041; VID 0.0050; CONST 0.0000; lr 0.0001
+iter 0070400; MSM 1.6180; REL 0.5397; VID 0.0073; CONST 0.0000; lr 0.0001
+iter 0070600; MSM 3.4890; REL 0.5844; VID 1.4157; CONST 0.0000; lr 0.0001
+iter 0070800; MSM 1.2711; REL 3.3502; VID 0.0036; CONST 0.0000; lr 0.0001
+iter 0071000; MSM 1.8682; REL 1.2367; VID 0.0115; CONST 0.0000; lr 0.0001
+iter 0071200; MSM 1.4723; REL 0.0334; VID 0.0070; CONST 0.0000; lr 0.0001
+iter 0071400; MSM 1.9240; REL 1.4668; VID 0.0198; CONST 0.0000; lr 0.0001
+iter 0071600; MSM 1.4806; REL 0.8574; VID 0.0089; CONST 0.0000; lr 0.0001
+iter 0071800; MSM 1.4296; REL 1.1695; VID 0.0363; CONST 0.0000; lr 0.0001
+iter 0072000; MSM 1.5941; REL 1.4522; VID 0.0391; CONST 0.0000; lr 0.0001
+iter 0072200; MSM 1.7941; REL 1.4226; VID 0.0106; CONST 0.0000; lr 0.0001
+iter 0072400; MSM 1.5966; REL 0.4463; VID 0.0155; CONST 0.0000; lr 0.0001
+iter 0072600; MSM 2.1796; REL 0.4359; VID 0.0170; CONST 0.0000; lr 0.0001
+iter 0072800; MSM 1.4495; REL 0.4751; VID 0.0209; CONST 0.0000; lr 0.0001
+iter 0073000; MSM 3.1707; REL 0.0427; VID 2.4564; CONST 0.0000; lr 0.0001
+iter 0073200; MSM 1.5179; REL 0.2668; VID 0.0098; CONST 0.0000; lr 0.0001
+iter 0073400; MSM 1.6722; REL 0.3251; VID 0.0084; CONST 0.0000; lr 0.0001
+iter 0073600; MSM 1.3308; REL 0.2619; VID 0.0028; CONST 0.0000; lr 0.0001
+iter 0073800; MSM 3.1434; REL 1.4070; VID 1.3902; CONST 0.0000; lr 0.0001
+iter 0074000; MSM 1.4738; REL 0.7366; VID 0.0207; CONST 0.0000; lr 0.0001
+iter 0074200; MSM 1.1937; REL 1.5556; VID 0.0159; CONST 0.0000; lr 0.0001
+iter 0074400; MSM 1.1895; REL 1.4993; VID 0.1227; CONST 0.0000; lr 0.0001
+iter 0074600; MSM 3.8335; REL 1.4042; VID 1.4042; CONST 0.0000; lr 0.0001
+iter 0074800; MSM 3.8459; REL 0.9677; VID 1.4004; CONST 0.0000; lr 0.0001
+iter 0075000; MSM 1.4813; REL 0.2791; VID 0.0082; CONST 0.0000; lr 0.0001
+iter 0075200; MSM 1.5030; REL 1.4658; VID 0.0085; CONST 0.0000; lr 0.0001
+iter 0075400; MSM 2.2144; REL 1.4653; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0075600; MSM 3.0214; REL 1.4499; VID 1.3924; CONST 0.0000; lr 0.0001
+iter 0075800; MSM 0.9471; REL 0.3278; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0076000; MSM 3.2191; REL 0.4904; VID 1.3912; CONST 0.0000; lr 0.0001
+iter 0076200; MSM 1.4398; REL 1.4200; VID 0.0116; CONST 0.0000; lr 0.0001
+iter 0076400; MSM 2.9491; REL 1.5007; VID 1.4018; CONST 0.0000; lr 0.0001
+iter 0076600; MSM 3.2469; REL 0.0211; VID 1.3901; CONST 0.0000; lr 0.0001
+iter 0076800; MSM 1.4979; REL 1.4330; VID 0.0101; CONST 0.0000; lr 0.0001
+iter 0077000; MSM 1.6479; REL 0.4077; VID 0.0117; CONST 0.0000; lr 0.0001
+iter 0077200; MSM 2.0523; REL 0.2278; VID 2.6557; CONST 0.0000; lr 0.0001
+iter 0077400; MSM 1.1306; REL 1.4167; VID 0.0140; CONST 0.0000; lr 0.0001
+iter 0077600; MSM 2.7713; REL 0.0278; VID 1.4006; CONST 0.0000; lr 0.0001
+iter 0077800; MSM 3.4119; REL 0.3907; VID 1.4149; CONST 0.0000; lr 0.0001
+iter 0078000; MSM 1.6247; REL 0.9620; VID 0.0061; CONST 0.0000; lr 0.0001
+iter 0078200; MSM 1.2447; REL 0.3280; VID 0.0052; CONST 0.0000; lr 0.0001
+iter 0078400; MSM 2.0089; REL 1.4540; VID 0.0126; CONST 0.0000; lr 0.0001
+iter 0078600; MSM 3.9439; REL 1.9207; VID 1.3909; CONST 0.0000; lr 0.0001
+iter 0078800; MSM 1.6239; REL 1.4567; VID 0.0078; CONST 0.0000; lr 0.0001
+iter 0079000; MSM 1.3053; REL 0.9413; VID 0.8448; CONST 0.0000; lr 0.0001
+iter 0079200; MSM 2.8605; REL 1.4046; VID 1.3923; CONST 0.0000; lr 0.0001
+iter 0079400; MSM 2.8592; REL 0.7605; VID 1.3907; CONST 0.0000; lr 0.0001
+iter 0079600; MSM 1.1839; REL 0.3440; VID 0.0146; CONST 0.0000; lr 0.0001
+iter 0079800; MSM 3.2244; REL 3.0914; VID 1.3974; CONST 0.0000; lr 0.0001
+iter 0080000; MSM 1.1621; REL 0.0168; VID 0.0083; CONST 0.0000; lr 0.0001
+iter 0080200; MSM 1.2744; REL 0.7570; VID 0.0054; CONST 0.0000; lr 0.0001
+iter 0080400; MSM 1.1788; REL 1.4388; VID 0.0078; CONST 0.0000; lr 0.0001
+iter 0080600; MSM 1.1998; REL 1.4386; VID 0.0134; CONST 0.0000; lr 0.0001
+iter 0080800; MSM 2.4434; REL 0.2734; VID 1.3919; CONST 0.0000; lr 0.0001
+iter 0081000; MSM 1.2736; REL 0.2572; VID 0.2192; CONST 0.0000; lr 0.0001
+iter 0081200; MSM 1.5710; REL 1.4579; VID 0.0184; CONST 0.0000; lr 0.0001
+iter 0081400; MSM 1.9469; REL 0.0902; VID 0.0085; CONST 0.0000; lr 0.0001
+iter 0081600; MSM 1.2403; REL 1.4658; VID 0.0162; CONST 0.0000; lr 0.0001
+iter 0081800; MSM 3.4040; REL 1.4009; VID 1.3923; CONST 0.0000; lr 0.0001
+iter 0082000; MSM 4.3223; REL 0.1259; VID 1.4015; CONST 0.0000; lr 0.0001
+iter 0082200; MSM 1.2611; REL 0.3602; VID 0.0037; CONST 0.0000; lr 0.0001
+iter 0082400; MSM 2.1097; REL 0.4288; VID 0.0149; CONST 0.0000; lr 0.0001
+iter 0082600; MSM 1.2361; REL 1.5788; VID 0.0087; CONST 0.0000; lr 0.0001
+iter 0082800; MSM 1.8660; REL 0.2875; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0083000; MSM 3.1156; REL 0.5496; VID 1.3895; CONST 0.0000; lr 0.0001
+iter 0083200; MSM 1.8119; REL 0.3251; VID 0.0193; CONST 0.0000; lr 0.0001
+iter 0083400; MSM 4.1169; REL 0.0404; VID 1.3893; CONST 0.0000; lr 0.0001
+iter 0083600; MSM 1.4367; REL 0.1105; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0083800; MSM 1.1546; REL 1.4576; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0084000; MSM 3.3507; REL 1.2492; VID 0.0106; CONST 0.0000; lr 0.0001
+iter 0084200; MSM 2.7458; REL 0.3302; VID 0.0134; CONST 0.0000; lr 0.0001
+iter 0084400; MSM 1.3455; REL 0.2972; VID 0.0114; CONST 0.0000; lr 0.0001
+iter 0084600; MSM 1.2751; REL 0.4178; VID 0.0086; CONST 0.0000; lr 0.0001
+iter 0084800; MSM 1.2173; REL 0.0456; VID 0.0119; CONST 0.0000; lr 0.0001
+iter 0085000; MSM 1.9006; REL 1.3240; VID 0.0145; CONST 0.0000; lr 0.0001
+iter 0085200; MSM 1.2422; REL 2.8350; VID 0.0070; CONST 0.0000; lr 0.0001
+iter 0085400; MSM 1.1797; REL 0.8889; VID 0.0090; CONST 0.0000; lr 0.0001
+iter 0085600; MSM 2.1521; REL 1.4152; VID 2.0975; CONST 0.0000; lr 0.0001
+iter 0085800; MSM 1.3809; REL 0.4311; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0086000; MSM 1.2332; REL 0.2024; VID 0.0049; CONST 0.0000; lr 0.0001
+iter 0086200; MSM 2.4408; REL 0.8773; VID 2.0031; CONST 0.0000; lr 0.0001
+iter 0086400; MSM 2.0004; REL 1.8200; VID 0.0035; CONST 0.0000; lr 0.0001
+iter 0086600; MSM 1.2964; REL 1.4453; VID 0.0169; CONST 0.0000; lr 0.0001
+iter 0086800; MSM 1.2043; REL 0.0576; VID 0.0058; CONST 0.0000; lr 0.0001
+iter 0087000; MSM 1.3948; REL 0.6870; VID 0.0062; CONST 0.0000; lr 0.0001
+iter 0087200; MSM 1.5368; REL 0.2751; VID 0.0057; CONST 0.0000; lr 0.0001
+iter 0087400; MSM 3.9401; REL 0.6901; VID 1.4030; CONST 0.0000; lr 0.0001
+iter 0087600; MSM 1.2575; REL 1.4407; VID 0.0051; CONST 0.0000; lr 0.0001
+iter 0087800; MSM 2.6753; REL 1.3115; VID 1.4045; CONST 0.0000; lr 0.0001
+iter 0088000; MSM 1.7951; REL 1.4418; VID 0.1326; CONST 0.0000; lr 0.0001
+iter 0088200; MSM 1.7798; REL 0.3201; VID 0.0090; CONST 0.0000; lr 0.0001
+iter 0088400; MSM 1.9040; REL 0.2619; VID 0.0403; CONST 0.0000; lr 0.0001
+iter 0088600; MSM 1.2887; REL 0.4122; VID 0.0294; CONST 0.0000; lr 0.0001
+iter 0088800; MSM 1.3450; REL 1.4936; VID 0.0062; CONST 0.0000; lr 0.0001
+iter 0089000; MSM 2.7913; REL 0.9183; VID 1.3940; CONST 0.0000; lr 0.0001
+iter 0089200; MSM 1.3597; REL 0.0489; VID 0.0900; CONST 0.0000; lr 0.0001
+iter 0089400; MSM 1.1609; REL 0.3214; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0089600; MSM 2.6614; REL 1.4305; VID 1.4076; CONST 0.0000; lr 0.0001
+iter 0089800; MSM 1.7656; REL 0.0626; VID 0.0093; CONST 0.0000; lr 0.0001
+iter 0090000; MSM 2.0921; REL 0.4566; VID 0.0164; CONST 0.0000; lr 0.0001
+iter 0090200; MSM 1.2507; REL 0.9992; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0090400; MSM 1.3332; REL 1.4886; VID 0.0153; CONST 0.0000; lr 0.0001
+iter 0090600; MSM 1.1354; REL 1.5078; VID 0.0020; CONST 0.0000; lr 0.0001
+iter 0090800; MSM 1.1157; REL 0.4016; VID 0.1200; CONST 0.0000; lr 0.0001
+iter 0091000; MSM 1.0956; REL 0.7985; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0091200; MSM 1.5492; REL 0.2783; VID 0.0060; CONST 0.0000; lr 0.0001
+iter 0091400; MSM 2.1795; REL 1.4944; VID 0.0083; CONST 0.0000; lr 0.0001
+iter 0091600; MSM 1.3704; REL 1.1656; VID 0.0041; CONST 0.0000; lr 0.0001
+iter 0091800; MSM 1.3685; REL 1.3274; VID 0.0038; CONST 0.0000; lr 0.0001
+iter 0092000; MSM 1.4163; REL 1.3990; VID 0.0324; CONST 0.0000; lr 0.0001
+iter 0092200; MSM 1.4888; REL 0.1202; VID 0.0102; CONST 0.0000; lr 0.0001
+iter 0092400; MSM 1.3125; REL 1.4492; VID 0.0273; CONST 0.0000; lr 0.0001
+iter 0092600; MSM 1.3622; REL 1.5523; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0092800; MSM 1.5816; REL 0.0121; VID 0.0031; CONST 0.0000; lr 0.0001
+iter 0093000; MSM 2.1364; REL 2.4166; VID 0.0122; CONST 0.0000; lr 0.0001
+iter 0093200; MSM 1.4045; REL 0.8897; VID 0.0182; CONST 0.0000; lr 0.0001
+iter 0093400; MSM 1.8707; REL 1.4169; VID 0.0053; CONST 0.0000; lr 0.0001
+iter 0093600; MSM 1.5589; REL 0.4520; VID 0.0120; CONST 0.0000; lr 0.0001
+iter 0093800; MSM 1.4688; REL 0.3893; VID 0.2313; CONST 0.0000; lr 0.0001
+iter 0094000; MSM 1.1293; REL 0.2227; VID 1.5920; CONST 0.0000; lr 0.0001
+iter 0094200; MSM 1.2819; REL 1.3925; VID 0.0043; CONST 0.0000; lr 0.0001
+iter 0094400; MSM 3.5268; REL 0.4384; VID 1.3926; CONST 0.0000; lr 0.0001
+iter 0094600; MSM 2.9303; REL 1.4793; VID 1.3896; CONST 0.0000; lr 0.0001
+iter 0094800; MSM 1.2126; REL 1.0279; VID 0.0112; CONST 0.0000; lr 0.0001
+iter 0095000; MSM 1.6115; REL 0.2796; VID 0.0041; CONST 0.0000; lr 0.0001
+iter 0095200; MSM 3.0461; REL 0.0113; VID 1.3881; CONST 0.0000; lr 0.0001
+iter 0095400; MSM 1.1214; REL 1.4754; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0095600; MSM 1.2122; REL 0.3622; VID 0.0087; CONST 0.0000; lr 0.0001
+iter 0095800; MSM 1.4391; REL 0.4612; VID 0.0107; CONST 0.0000; lr 0.0001
+iter 0096000; MSM 1.2436; REL 0.2551; VID 0.0079; CONST 0.0000; lr 0.0001
+iter 0096200; MSM 1.7297; REL 0.2759; VID 0.0074; CONST 0.0000; lr 0.0001
+iter 0096400; MSM 1.1614; REL 0.4108; VID 0.0209; CONST 0.0000; lr 0.0001
+iter 0096600; MSM 1.2857; REL 0.3285; VID 0.0043; CONST 0.0000; lr 0.0001
+iter 0096800; MSM 4.7772; REL 0.1400; VID 1.4080; CONST 0.0000; lr 0.0001
+iter 0097000; MSM 3.6221; REL 0.3877; VID 1.3926; CONST 0.0000; lr 0.0001
+iter 0097200; MSM 1.4911; REL 0.2738; VID 0.0044; CONST 0.0000; lr 0.0001
+iter 0097400; MSM 1.1292; REL 1.3973; VID 0.0579; CONST 0.0000; lr 0.0001
+iter 0097600; MSM 1.0574; REL 1.1862; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0097800; MSM 1.1589; REL 0.2286; VID 0.0032; CONST 0.0000; lr 0.0001
+iter 0098000; MSM 1.3030; REL 0.5427; VID 0.0039; CONST 0.0000; lr 0.0001
+iter 0098200; MSM 2.3280; REL 1.7079; VID 0.0035; CONST 0.0000; lr 0.0001
+iter 0098400; MSM 3.2080; REL 1.5365; VID 1.4094; CONST 0.0000; lr 0.0001
+iter 0098600; MSM 1.2645; REL 1.4599; VID 0.0179; CONST 0.0000; lr 0.0001
+iter 0098800; MSM 1.0199; REL 0.3022; VID 0.0592; CONST 0.0000; lr 0.0001
+iter 0099000; MSM 1.1162; REL 0.3227; VID 0.0133; CONST 0.0000; lr 0.0001
+iter 0099200; MSM 2.3926; REL 1.4979; VID 0.0140; CONST 0.0000; lr 0.0001
+iter 0099400; MSM 1.3726; REL 1.5164; VID 0.0074; CONST 0.0000; lr 0.0001
+iter 0099600; MSM 0.9378; REL 0.3500; VID 0.0044; CONST 0.0000; lr 0.0001
+iter 0099800; MSM 1.1695; REL 1.7697; VID 0.0117; CONST 0.0000; lr 0.0001
+iter 0100000; MSM 1.8029; REL 0.9874; VID 0.0390; CONST 0.0000; lr 0.0001
+iter 0100200; MSM 3.2797; REL 1.4765; VID 1.3907; CONST 0.0000; lr 0.0001
+iter 0100400; MSM 2.9984; REL 1.4327; VID 1.3947; CONST 0.0000; lr 0.0001
+iter 0100600; MSM 3.7100; REL 0.1449; VID 1.4143; CONST 0.0000; lr 0.0001
+iter 0100800; MSM 1.2403; REL 0.2556; VID 0.0077; CONST 0.0000; lr 0.0001
+iter 0101000; MSM 2.3964; REL 0.3371; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0101200; MSM 1.1391; REL 0.3880; VID 0.0037; CONST 0.0000; lr 0.0001
+iter 0101400; MSM 1.3419; REL 0.0461; VID 0.0100; CONST 0.0000; lr 0.0001
+iter 0101600; MSM 3.1291; REL 0.0317; VID 1.3972; CONST 0.0000; lr 0.0001
+iter 0101800; MSM 1.4136; REL 0.5018; VID 0.0195; CONST 0.0000; lr 0.0001
+iter 0102000; MSM 1.1771; REL 0.2690; VID 0.0051; CONST 0.0000; lr 0.0001
+iter 0102200; MSM 1.6892; REL 1.6395; VID 0.0924; CONST 0.0000; lr 0.0001
+iter 0102400; MSM 1.2877; REL 0.2535; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0102600; MSM 1.1015; REL 0.2389; VID 0.0047; CONST 0.0000; lr 0.0001
+iter 0102800; MSM 1.2518; REL 1.4850; VID 0.0069; CONST 0.0000; lr 0.0001
+iter 0103000; MSM 1.2121; REL 0.2619; VID 0.1969; CONST 0.0000; lr 0.0001
+iter 0103200; MSM 1.2276; REL 0.2207; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0103400; MSM 1.4926; REL 1.4422; VID 0.0125; CONST 0.0000; lr 0.0001
+iter 0103600; MSM 2.1206; REL 1.8369; VID 0.0088; CONST 0.0000; lr 0.0001
+iter 0103800; MSM 1.1266; REL 0.2123; VID 0.4823; CONST 0.0000; lr 0.0001
+iter 0104000; MSM 1.5004; REL 0.3036; VID 0.0269; CONST 0.0000; lr 0.0001
+iter 0104200; MSM 1.7045; REL 0.5114; VID 0.0042; CONST 0.0000; lr 0.0001
+iter 0104400; MSM 1.7709; REL 0.9220; VID 0.0497; CONST 0.0000; lr 0.0001
+iter 0104600; MSM 1.1944; REL 1.4839; VID 0.0046; CONST 0.0000; lr 0.0001
+iter 0104800; MSM 2.6901; REL 1.4099; VID 1.3938; CONST 0.0000; lr 0.0001
+iter 0105000; MSM 2.6063; REL 0.2356; VID 0.0048; CONST 0.0000; lr 0.0001
+iter 0105200; MSM 3.3466; REL 0.1115; VID 1.3906; CONST 0.0000; lr 0.0001
+iter 0105400; MSM 1.4038; REL 1.7740; VID 0.0241; CONST 0.0000; lr 0.0001
+iter 0105600; MSM 3.5428; REL 1.4089; VID 1.4119; CONST 0.0000; lr 0.0001
+iter 0105800; MSM 3.1051; REL 1.4656; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0106000; MSM 1.3087; REL 0.2397; VID 0.0068; CONST 0.0000; lr 0.0001
+iter 0106200; MSM 1.2009; REL 0.2579; VID 0.0106; CONST 0.0000; lr 0.0001
+iter 0106400; MSM 1.5586; REL 0.2244; VID 0.0072; CONST 0.0000; lr 0.0001
+iter 0106600; MSM 1.3953; REL 0.5701; VID 0.0078; CONST 0.0000; lr 0.0001
+iter 0106800; MSM 1.9676; REL 0.5512; VID 0.0088; CONST 0.0000; lr 0.0001
+iter 0107000; MSM 3.8526; REL 0.0616; VID 1.4640; CONST 0.0000; lr 0.0001
+iter 0107200; MSM 1.7873; REL 4.4078; VID 0.0074; CONST 0.0000; lr 0.0001
+iter 0107400; MSM 1.2996; REL 0.4136; VID 0.0060; CONST 0.0000; lr 0.0001
+iter 0107600; MSM 1.4073; REL 0.2830; VID 0.0048; CONST 0.0000; lr 0.0001
+iter 0107800; MSM 2.4730; REL 0.7744; VID 0.0146; CONST 0.0000; lr 0.0001
+iter 0108000; MSM 1.3936; REL 0.2561; VID 0.0054; CONST 0.0000; lr 0.0001
+iter 0108200; MSM 3.8060; REL 0.5125; VID 3.9725; CONST 0.0000; lr 0.0001
+iter 0108400; MSM 2.9137; REL 1.4889; VID 0.0346; CONST 0.0000; lr 0.0001
+iter 0108600; MSM 1.2571; REL 1.4777; VID 0.0058; CONST 0.0000; lr 0.0001
+iter 0108800; MSM 1.4674; REL 0.2247; VID 0.0121; CONST 0.0000; lr 0.0001
+iter 0109000; MSM 1.4549; REL 1.4737; VID 0.0044; CONST 0.0000; lr 0.0001
+iter 0109200; MSM 1.4142; REL 0.2898; VID 0.0054; CONST 0.0000; lr 0.0001
+iter 0109400; MSM 1.4399; REL 0.0238; VID 0.0067; CONST 0.0000; lr 0.0001
+iter 0109600; MSM 1.2149; REL 1.9016; VID 0.0036; CONST 0.0000; lr 0.0001
+iter 0109800; MSM 1.4953; REL 2.5464; VID 0.0104; CONST 0.0000; lr 0.0001
+iter 0110000; MSM 1.1297; REL 1.4622; VID 0.0086; CONST 0.0000; lr 0.0001
+iter 0110200; MSM 3.4137; REL 0.0910; VID 1.3938; CONST 0.0000; lr 0.0001
+iter 0110400; MSM 3.4139; REL 0.5769; VID 1.3944; CONST 0.0000; lr 0.0001
+iter 0110600; MSM 1.3933; REL 0.3024; VID 0.0145; CONST 0.0000; lr 0.0001
+iter 0110800; MSM 1.4778; REL 0.2981; VID 0.0261; CONST 0.0000; lr 0.0001
+iter 0111000; MSM 1.5585; REL 0.2271; VID 0.0078; CONST 0.0000; lr 0.0001
+iter 0111200; MSM 1.6731; REL 0.1847; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0111400; MSM 1.4095; REL 0.2976; VID 0.0170; CONST 0.0000; lr 0.0001
+iter 0111600; MSM 1.1437; REL 0.0396; VID 0.0061; CONST 0.0000; lr 0.0001
+iter 0111800; MSM 1.1753; REL 2.2469; VID 0.0052; CONST 0.0000; lr 0.0001
+iter 0112000; MSM 1.3386; REL 1.4875; VID 0.0066; CONST 0.0000; lr 0.0001
+iter 0112200; MSM 1.4632; REL 1.4120; VID 0.0062; CONST 0.0000; lr 0.0001
+iter 0112400; MSM 1.3445; REL 0.2735; VID 0.0043; CONST 0.0000; lr 0.0001
+iter 0112600; MSM 2.5758; REL 0.2787; VID 0.0159; CONST 0.0000; lr 0.0001
+iter 0112800; MSM 5.0236; REL 0.0000; VID 2.7726; CONST 0.0000; lr 0.0001
+iter 0113000; MSM 1.0623; REL 0.1155; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0113200; MSM 1.7236; REL 1.5699; VID 0.0135; CONST 0.0000; lr 0.0001
+iter 0113400; MSM 3.0609; REL 1.4888; VID 1.3903; CONST 0.0000; lr 0.0001
+iter 0113600; MSM 1.2606; REL 0.0633; VID 0.0054; CONST 0.0000; lr 0.0001
+iter 0113800; MSM 1.5788; REL 0.2687; VID 0.0058; CONST 0.0000; lr 0.0001
+iter 0114000; MSM 1.3401; REL 0.0375; VID 0.0589; CONST 0.0000; lr 0.0001
+iter 0114200; MSM 1.1027; REL 0.0496; VID 0.0163; CONST 0.0000; lr 0.0001
+iter 0114400; MSM 1.3871; REL 0.9093; VID 0.0124; CONST 0.0000; lr 0.0001
+iter 0114600; MSM 2.6524; REL 2.1961; VID 1.3924; CONST 0.0000; lr 0.0001
+iter 0114800; MSM 1.2146; REL 0.3471; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0115000; MSM 2.7510; REL 1.4935; VID 1.3921; CONST 0.0000; lr 0.0001
+iter 0115200; MSM 2.8340; REL 1.9382; VID 1.4316; CONST 0.0000; lr 0.0001
+iter 0115400; MSM 1.4677; REL 1.4645; VID 0.0132; CONST 0.0000; lr 0.0001
+iter 0115600; MSM 1.2818; REL 1.4222; VID 0.0047; CONST 0.0000; lr 0.0001
+iter 0115800; MSM 1.0163; REL 0.1935; VID 0.0053; CONST 0.0000; lr 0.0001
+iter 0116000; MSM 4.2991; REL 0.5799; VID 1.3892; CONST 0.0000; lr 0.0001
+iter 0116200; MSM 3.8027; REL 0.2798; VID 1.3890; CONST 0.0000; lr 0.0001
+iter 0116400; MSM 1.3589; REL 0.5246; VID 0.0063; CONST 0.0000; lr 0.0001
+iter 0116600; MSM 1.2516; REL 0.2653; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0116800; MSM 1.1694; REL 1.3615; VID 0.0049; CONST 0.0000; lr 0.0001
+iter 0117000; MSM 1.5563; REL 0.3429; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0117200; MSM 2.0883; REL 1.7156; VID 0.0216; CONST 0.0000; lr 0.0001
+iter 0117400; MSM 1.3597; REL 0.0923; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0117600; MSM 1.6231; REL 0.3032; VID 0.0056; CONST 0.0000; lr 0.0001
+iter 0117800; MSM 1.1842; REL 1.4918; VID 0.0033; CONST 0.0000; lr 0.0001
+iter 0118000; MSM 1.0772; REL 0.3071; VID 0.0043; CONST 0.0000; lr 0.0001
+iter 0118200; MSM 1.4175; REL 0.7077; VID 0.0023; CONST 0.0000; lr 0.0001
+iter 0118400; MSM 3.9046; REL 0.1152; VID 1.4420; CONST 0.0000; lr 0.0001
+iter 0118600; MSM 1.7624; REL 0.3765; VID 0.0301; CONST 0.0000; lr 0.0001
+iter 0118800; MSM 1.4026; REL 0.2963; VID 0.0046; CONST 0.0000; lr 0.0001
+iter 0119000; MSM 2.6736; REL 0.4051; VID 1.3897; CONST 0.0000; lr 0.0001
+iter 0119200; MSM 1.2864; REL 1.4650; VID 0.0287; CONST 0.0000; lr 0.0001
+iter 0119400; MSM 1.3731; REL 1.4416; VID 0.0109; CONST 0.0000; lr 0.0001
+iter 0119600; MSM 1.0059; REL 1.1153; VID 0.0063; CONST 0.0000; lr 0.0001
+iter 0119800; MSM 2.8162; REL 0.1818; VID 1.3920; CONST 0.0000; lr 0.0001
+iter 0120000; MSM 2.8570; REL 1.4584; VID 1.3902; CONST 0.0000; lr 0.0001
+iter 0120200; MSM 1.3743; REL 0.2699; VID 0.0088; CONST 0.0000; lr 0.0001
+iter 0120400; MSM 1.3063; REL 0.3258; VID 0.0175; CONST 0.0000; lr 0.0001
+iter 0120600; MSM 1.1805; REL 0.0124; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0120800; MSM 1.0051; REL 0.2513; VID 0.0044; CONST 0.0000; lr 0.0001
+iter 0121000; MSM 1.1273; REL 0.2294; VID 0.0056; CONST 0.0000; lr 0.0001
+iter 0121200; MSM 1.0818; REL 0.3282; VID 0.0138; CONST 0.0000; lr 0.0001
+iter 0121400; MSM 1.4436; REL 0.2521; VID 0.0105; CONST 0.0000; lr 0.0001
+iter 0121600; MSM 3.0975; REL 0.0512; VID 1.3903; CONST 0.0000; lr 0.0001
+iter 0121800; MSM 1.3039; REL 1.4547; VID 0.0198; CONST 0.0000; lr 0.0001
+iter 0122000; MSM 2.1522; REL 0.1147; VID 0.0085; CONST 0.0000; lr 0.0001
+iter 0122200; MSM 1.7620; REL 0.0995; VID 0.0901; CONST 0.0000; lr 0.0001
+iter 0122400; MSM 1.9851; REL 0.9230; VID 0.0136; CONST 0.0000; lr 0.0001
+iter 0122600; MSM 1.0268; REL 1.4568; VID 0.0061; CONST 0.0000; lr 0.0001
+iter 0122800; MSM 1.3648; REL 1.4456; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0123000; MSM 3.8445; REL 2.0227; VID 1.3927; CONST 0.0000; lr 0.0001
+iter 0123200; MSM 0.8828; REL 0.2577; VID 0.0044; CONST 0.0000; lr 0.0001
+iter 0123400; MSM 2.9281; REL 0.5807; VID 1.3909; CONST 0.0000; lr 0.0001
+iter 0123600; MSM 3.4025; REL 0.5375; VID 1.3913; CONST 0.0000; lr 0.0001
+iter 0123800; MSM 1.3450; REL 0.8824; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0124000; MSM 1.1604; REL 1.7392; VID 0.0204; CONST 0.0000; lr 0.0001
+iter 0124200; MSM 1.8208; REL 1.4546; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0124400; MSM 4.0430; REL 0.7712; VID 1.4285; CONST 0.0000; lr 0.0001
+iter 0124600; MSM 3.8863; REL 0.4079; VID 1.4470; CONST 0.0000; lr 0.0001
+iter 0124800; MSM 1.2872; REL 0.2070; VID 0.0175; CONST 0.0000; lr 0.0001
+iter 0125000; MSM 1.1708; REL 0.4486; VID 0.0024; CONST 0.0000; lr 0.0001
+iter 0125200; MSM 1.4944; REL 0.3002; VID 0.0131; CONST 0.0000; lr 0.0001
+iter 0125400; MSM 1.1990; REL 1.4942; VID 0.0042; CONST 0.0000; lr 0.0001
+iter 0125600; MSM 1.2042; REL 1.4659; VID 0.3226; CONST 0.0000; lr 0.0001
+iter 0125800; MSM 1.5093; REL 0.2191; VID 0.0068; CONST 0.0000; lr 0.0001
+iter 0126000; MSM 2.0362; REL 0.3255; VID 0.0196; CONST 0.0000; lr 0.0001
+iter 0126200; MSM 2.9492; REL 0.0092; VID 1.3936; CONST 0.0000; lr 0.0001
+iter 0126400; MSM 1.6183; REL 0.8707; VID 0.0061; CONST 0.0000; lr 0.0001
+iter 0126600; MSM 4.2711; REL 0.0000; VID 2.7726; CONST 0.0000; lr 0.0001
+iter 0126800; MSM 0.8805; REL 0.2409; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0127000; MSM 1.3075; REL 1.4737; VID 0.0060; CONST 0.0000; lr 0.0001
+iter 0127200; MSM 1.6488; REL 1.4056; VID 0.0120; CONST 0.0000; lr 0.0001
+iter 0127400; MSM 3.7837; REL 1.2479; VID 1.3893; CONST 0.0000; lr 0.0001
+iter 0127600; MSM 1.7551; REL 1.0281; VID 0.0098; CONST 0.0000; lr 0.0001
+iter 0127800; MSM 1.0876; REL 0.7755; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0128000; MSM 2.2742; REL 0.5953; VID 0.0105; CONST 0.0000; lr 0.0001
+iter 0128200; MSM 4.1505; REL 0.0000; VID 2.7734; CONST 0.0000; lr 0.0001
+iter 0128400; MSM 2.4572; REL 0.2808; VID 0.0126; CONST 0.0000; lr 0.0001
+iter 0128600; MSM 1.4606; REL 1.4606; VID 0.1464; CONST 0.0000; lr 0.0001
+iter 0128800; MSM 1.2590; REL 0.3492; VID 0.0185; CONST 0.0000; lr 0.0001
+iter 0129000; MSM 2.9028; REL 0.0567; VID 1.3969; CONST 0.0000; lr 0.0001
+iter 0129200; MSM 2.6032; REL 1.4840; VID 1.3955; CONST 0.0000; lr 0.0001
+iter 0129400; MSM 3.8687; REL 1.5067; VID 1.3987; CONST 0.0000; lr 0.0001
+iter 0129600; MSM 3.1992; REL 0.5685; VID 0.1803; CONST 0.0000; lr 0.0001
+iter 0129800; MSM 1.7569; REL 0.3600; VID 0.0539; CONST 0.0000; lr 0.0001
+iter 0130000; MSM 1.9203; REL 0.2937; VID 0.0072; CONST 0.0000; lr 0.0001
+iter 0130200; MSM 1.0214; REL 0.0357; VID 0.0075; CONST 0.0000; lr 0.0001
+iter 0130400; MSM 1.1650; REL 1.5319; VID 0.0031; CONST 0.0000; lr 0.0001
+iter 0130600; MSM 1.5265; REL 0.2556; VID 0.0047; CONST 0.0000; lr 0.0001
+iter 0130800; MSM 1.1471; REL 0.0317; VID 0.0109; CONST 0.0000; lr 0.0001
+iter 0131000; MSM 1.1927; REL 1.4705; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0131200; MSM 1.2101; REL 1.4685; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0131400; MSM 1.4550; REL 0.2682; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0131600; MSM 1.0073; REL 0.1891; VID 1.6399; CONST 0.0000; lr 0.0001
+iter 0131800; MSM 2.6991; REL 0.4519; VID 0.0496; CONST 0.0000; lr 0.0001
+iter 0132000; MSM 1.5287; REL 1.4732; VID 0.0078; CONST 0.0000; lr 0.0001
+iter 0132200; MSM 1.1647; REL 0.3432; VID 0.0061; CONST 0.0000; lr 0.0001
+iter 0132400; MSM 3.4694; REL 0.6155; VID 1.3885; CONST 0.0000; lr 0.0001
+iter 0132600; MSM 3.1875; REL 0.6634; VID 1.3996; CONST 0.0000; lr 0.0001
+iter 0132800; MSM 1.2574; REL 0.3599; VID 0.0021; CONST 0.0000; lr 0.0001
+iter 0133000; MSM 1.2584; REL 0.2280; VID 0.0038; CONST 0.0000; lr 0.0001
+iter 0133200; MSM 1.2062; REL 0.4255; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0133400; MSM 1.0422; REL 0.2159; VID 0.0107; CONST 0.0000; lr 0.0001
+iter 0133600; MSM 1.2792; REL 1.5175; VID 0.0174; CONST 0.0000; lr 0.0001
+iter 0133800; MSM 1.3550; REL 0.4645; VID 0.0016; CONST 0.0000; lr 0.0001
+iter 0134000; MSM 1.5890; REL 0.6006; VID 0.0118; CONST 0.0000; lr 0.0001
+iter 0134200; MSM 1.6627; REL 0.3128; VID 0.0060; CONST 0.0000; lr 0.0001
+iter 0134400; MSM 1.4155; REL 0.4784; VID 0.0111; CONST 0.0000; lr 0.0001
+iter 0134600; MSM 2.6011; REL 0.0467; VID 1.3913; CONST 0.0000; lr 0.0001
+iter 0134800; MSM 2.0002; REL 1.4318; VID 0.0035; CONST 0.0000; lr 0.0001
+iter 0135000; MSM 1.5159; REL 1.4319; VID 1.8971; CONST 0.0000; lr 0.0001
+iter 0135200; MSM 1.0819; REL 0.2438; VID 0.0061; CONST 0.0000; lr 0.0001
+iter 0135400; MSM 1.2121; REL 0.0333; VID 0.0016; CONST 0.0000; lr 0.0001
+iter 0135600; MSM 1.7917; REL 1.4305; VID 0.0141; CONST 0.0000; lr 0.0001
+iter 0135800; MSM 1.1258; REL 0.1974; VID 0.0059; CONST 0.0000; lr 0.0001
+iter 0136000; MSM 1.2592; REL 1.4494; VID 1.5139; CONST 0.0000; lr 0.0001
+iter 0136200; MSM 2.5772; REL 0.4650; VID 1.3943; CONST 0.0000; lr 0.0001
+iter 0136400; MSM 1.4108; REL 0.0495; VID 0.0263; CONST 0.0000; lr 0.0001
+iter 0136600; MSM 2.5781; REL 0.3583; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0136800; MSM 1.0614; REL 1.4599; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0137000; MSM 1.1070; REL 0.2187; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0137200; MSM 1.2830; REL 1.4728; VID 0.0046; CONST 0.0000; lr 0.0001
+iter 0137400; MSM 1.8815; REL 0.5313; VID 0.0164; CONST 0.0000; lr 0.0001
+iter 0137600; MSM 1.9785; REL 1.4115; VID 2.2507; CONST 0.0000; lr 0.0001
+iter 0137800; MSM 3.0188; REL 0.0115; VID 1.3882; CONST 0.0000; lr 0.0001
+iter 0138000; MSM 1.4514; REL 0.2687; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0138200; MSM 1.1577; REL 0.9346; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0138400; MSM 1.3649; REL 1.4079; VID 2.0378; CONST 0.0000; lr 0.0001
+iter 0138600; MSM 1.2712; REL 0.0661; VID 0.0025; CONST 0.0000; lr 0.0001
+iter 0138800; MSM 1.3024; REL 0.3105; VID 2.8582; CONST 0.0000; lr 0.0001
+iter 0139000; MSM 1.0362; REL 0.2246; VID 0.0313; CONST 0.0000; lr 0.0001
+iter 0139200; MSM 0.9551; REL 0.2291; VID 0.0134; CONST 0.0000; lr 0.0001
+iter 0139400; MSM 2.4021; REL 0.2034; VID 0.0101; CONST 0.0000; lr 0.0001
+iter 0139600; MSM 1.0123; REL 0.8030; VID 0.0025; CONST 0.0000; lr 0.0001
+iter 0139800; MSM 3.4525; REL 0.0361; VID 1.4005; CONST 0.0000; lr 0.0001
+iter 0140000; MSM 1.4112; REL 0.1223; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0140200; MSM 1.6137; REL 0.9528; VID 0.0073; CONST 0.0000; lr 0.0001
+iter 0140400; MSM 1.6089; REL 0.2380; VID 0.0053; CONST 0.0000; lr 0.0001
+iter 0140600; MSM 3.2272; REL 0.4800; VID 1.4024; CONST 0.0000; lr 0.0001
+iter 0140800; MSM 1.3153; REL 0.7069; VID 0.0058; CONST 0.0000; lr 0.0001
+iter 0141000; MSM 1.1255; REL 0.0244; VID 0.0019; CONST 0.0000; lr 0.0001
+iter 0141200; MSM 3.9482; REL 0.0055; VID 1.3912; CONST 0.0000; lr 0.0001
+iter 0141400; MSM 1.0783; REL 0.3481; VID 0.0066; CONST 0.0000; lr 0.0001
+iter 0141600; MSM 1.2612; REL 0.2462; VID 0.0074; CONST 0.0000; lr 0.0001
+iter 0141800; MSM 2.7639; REL 0.7020; VID 1.5015; CONST 0.0000; lr 0.0001
+iter 0142000; MSM 1.1311; REL 0.1829; VID 0.0050; CONST 0.0000; lr 0.0001
+iter 0142200; MSM 2.7137; REL 0.8786; VID 1.3906; CONST 0.0000; lr 0.0001
+iter 0142400; MSM 2.0598; REL 2.7494; VID 0.0105; CONST 0.0000; lr 0.0001
+iter 0142600; MSM 1.1473; REL 0.4917; VID 0.0326; CONST 0.0000; lr 0.0001
+iter 0142800; MSM 1.0400; REL 0.2716; VID 0.0114; CONST 0.0000; lr 0.0001
+iter 0143000; MSM 1.2473; REL 1.4920; VID 0.0134; CONST 0.0000; lr 0.0001
+iter 0143200; MSM 1.0246; REL 0.2765; VID 0.0209; CONST 0.0000; lr 0.0001
+iter 0143400; MSM 1.0662; REL 0.1713; VID 0.0046; CONST 0.0000; lr 0.0001
+iter 0143600; MSM 1.1861; REL 0.2843; VID 0.0042; CONST 0.0000; lr 0.0001
+iter 0143800; MSM 1.3444; REL 0.2221; VID 0.0101; CONST 0.0000; lr 0.0001
+iter 0144000; MSM 0.9836; REL 1.4549; VID 0.3885; CONST 0.0000; lr 0.0001
+iter 0144200; MSM 2.7314; REL 0.3872; VID 1.3922; CONST 0.0000; lr 0.0001
+iter 0144400; MSM 3.4817; REL 0.2058; VID 1.3908; CONST 0.0000; lr 0.0001
+iter 0144600; MSM 1.2240; REL 0.2378; VID 0.0091; CONST 0.0000; lr 0.0001
+iter 0144800; MSM 1.4733; REL 1.2458; VID 0.0164; CONST 0.0000; lr 0.0001
+iter 0145000; MSM 1.6414; REL 1.4470; VID 0.0072; CONST 0.0000; lr 0.0001
+iter 0145200; MSM 1.1904; REL 1.4755; VID 0.0138; CONST 0.0000; lr 0.0001
+iter 0145400; MSM 1.0255; REL 0.1881; VID 0.0086; CONST 0.0000; lr 0.0001
+iter 0145600; MSM 3.3012; REL 0.7599; VID 1.3921; CONST 0.0000; lr 0.0001
+iter 0145800; MSM 1.0609; REL 0.5851; VID 0.0285; CONST 0.0000; lr 0.0001
+iter 0146000; MSM 1.0720; REL 0.2245; VID 0.0082; CONST 0.0000; lr 0.0001
+iter 0146200; MSM 1.5327; REL 0.0110; VID 0.0080; CONST 0.0000; lr 0.0001
+iter 0146400; MSM 1.2101; REL 0.2431; VID 0.0108; CONST 0.0000; lr 0.0001
+iter 0146600; MSM 3.1778; REL 0.0582; VID 1.3908; CONST 0.0000; lr 0.0001
+iter 0146800; MSM 3.2210; REL 0.5677; VID 1.3896; CONST 0.0000; lr 0.0001
+iter 0147000; MSM 1.1867; REL 0.0292; VID 0.0049; CONST 0.0000; lr 0.0001
+iter 0147200; MSM 1.2909; REL 0.0103; VID 0.0089; CONST 0.0000; lr 0.0001
+iter 0147400; MSM 3.4826; REL 0.0253; VID 1.4062; CONST 0.0000; lr 0.0001
+iter 0147600; MSM 1.3775; REL 1.1924; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0147800; MSM 1.2171; REL 0.1177; VID 0.0212; CONST 0.0000; lr 0.0001
+iter 0148000; MSM 1.2633; REL 0.8431; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0148200; MSM 1.5571; REL 1.0025; VID 0.0045; CONST 0.0000; lr 0.0001
+iter 0148400; MSM 1.0962; REL 0.0622; VID 0.0127; CONST 0.0000; lr 0.0001
+iter 0148600; MSM 1.1965; REL 1.5454; VID 0.0025; CONST 0.0000; lr 0.0001
+iter 0148800; MSM 2.7238; REL 0.4488; VID 1.3988; CONST 0.0000; lr 0.0001
+iter 0149000; MSM 1.7428; REL 0.6390; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0149200; MSM 1.0606; REL 0.0252; VID 0.0032; CONST 0.0000; lr 0.0001
+iter 0149400; MSM 2.6352; REL 1.4358; VID 1.3888; CONST 0.0000; lr 0.0001
+iter 0149600; MSM 1.3092; REL 1.4479; VID 0.0160; CONST 0.0000; lr 0.0001
+iter 0149800; MSM 1.1453; REL 0.2249; VID 0.0102; CONST 0.0000; lr 0.0001
+iter 0150000; MSM 1.1880; REL 0.7839; VID 0.3369; CONST 0.0000; lr 0.0001
+iter 0150200; MSM 1.0383; REL 0.2459; VID 0.0063; CONST 0.0000; lr 0.0001
+iter 0150400; MSM 1.5489; REL 0.2515; VID 0.0346; CONST 0.0000; lr 0.0001
+iter 0150600; MSM 1.3343; REL 0.2467; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0150800; MSM 1.1228; REL 1.5455; VID 0.0015; CONST 0.0000; lr 0.0001
+iter 0151000; MSM 2.8089; REL 0.4878; VID 1.3909; CONST 0.0000; lr 0.0001
+iter 0151200; MSM 3.1834; REL 0.0678; VID 1.3912; CONST 0.0000; lr 0.0001
+iter 0151400; MSM 2.5451; REL 1.3059; VID 1.3916; CONST 0.0000; lr 0.0001
+iter 0151600; MSM 3.1085; REL 0.9048; VID 1.3938; CONST 0.0000; lr 0.0001
+iter 0151800; MSM 1.7053; REL 1.4646; VID 0.0084; CONST 0.0000; lr 0.0001
+iter 0152000; MSM 3.7022; REL 0.0225; VID 1.3926; CONST 0.0000; lr 0.0001
+iter 0152200; MSM 1.0926; REL 0.0875; VID 0.0023; CONST 0.0000; lr 0.0001
+iter 0152400; MSM 3.1983; REL 1.5357; VID 1.3897; CONST 0.0000; lr 0.0001
+iter 0152600; MSM 1.9797; REL 1.4441; VID 0.0175; CONST 0.0000; lr 0.0001
+iter 0152800; MSM 2.6354; REL 0.0884; VID 1.3977; CONST 0.0000; lr 0.0001
+iter 0153000; MSM 2.1510; REL 0.6548; VID 0.0934; CONST 0.0000; lr 0.0001
+iter 0153200; MSM 1.1565; REL 1.4559; VID 0.0103; CONST 0.0000; lr 0.0001
+iter 0153400; MSM 3.4274; REL 0.4365; VID 1.4034; CONST 0.0000; lr 0.0001
+iter 0153600; MSM 4.7849; REL 0.0000; VID 2.7730; CONST 0.0000; lr 0.0001
+iter 0153800; MSM 1.2401; REL 1.5306; VID 0.0059; CONST 0.0000; lr 0.0001
+iter 0154000; MSM 1.1582; REL 0.0471; VID 0.0318; CONST 0.0000; lr 0.0001
+iter 0154200; MSM 1.3633; REL 1.4654; VID 0.0075; CONST 0.0000; lr 0.0001
+iter 0154400; MSM 1.2238; REL 0.2425; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0154600; MSM 1.0298; REL 3.7537; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0154800; MSM 1.0684; REL 0.4724; VID 0.0046; CONST 0.0000; lr 0.0001
+iter 0155000; MSM 1.2205; REL 0.2182; VID 0.0585; CONST 0.0000; lr 0.0001
+iter 0155200; MSM 1.1478; REL 1.4992; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0155400; MSM 2.6334; REL 0.3678; VID 1.3890; CONST 0.0000; lr 0.0001
+iter 0155600; MSM 1.2141; REL 0.2838; VID 0.0484; CONST 0.0000; lr 0.0001
+iter 0155800; MSM 1.3167; REL 0.4857; VID 0.0086; CONST 0.0000; lr 0.0001
+iter 0156000; MSM 1.2313; REL 0.2396; VID 0.0139; CONST 0.0000; lr 0.0001
+iter 0156200; MSM 2.8206; REL 0.0151; VID 1.4076; CONST 0.0000; lr 0.0001
+iter 0156400; MSM 2.7832; REL 0.0204; VID 1.3977; CONST 0.0000; lr 0.0001
+iter 0156600; MSM 1.3729; REL 0.2227; VID 0.0059; CONST 0.0000; lr 0.0001
+iter 0156800; MSM 1.8438; REL 0.2133; VID 0.0055; CONST 0.0000; lr 0.0001
+iter 0157000; MSM 1.1215; REL 1.4897; VID 0.0048; CONST 0.0000; lr 0.0001
+iter 0157200; MSM 1.2029; REL 0.2532; VID 0.0018; CONST 0.0000; lr 0.0001
+iter 0157400; MSM 1.4758; REL 0.3141; VID 0.0069; CONST 0.0000; lr 0.0001
+iter 0157600; MSM 1.3280; REL 1.4603; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0157800; MSM 1.2689; REL 0.9444; VID 0.0053; CONST 0.0000; lr 0.0001
+iter 0158000; MSM 0.9861; REL 0.2766; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0158200; MSM 2.8018; REL 1.4848; VID 1.3937; CONST 0.0000; lr 0.0001
+iter 0158400; MSM 2.6615; REL 0.0788; VID 1.3955; CONST 0.0000; lr 0.0001
+iter 0158600; MSM 1.6376; REL 1.0525; VID 0.0139; CONST 0.0000; lr 0.0001
+iter 0158800; MSM 1.0920; REL 1.4732; VID 0.0074; CONST 0.0000; lr 0.0001
+iter 0159000; MSM 1.0228; REL 0.2817; VID 0.0023; CONST 0.0000; lr 0.0001
+iter 0159200; MSM 1.5747; REL 1.4430; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0159400; MSM 1.1249; REL 0.2230; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0159600; MSM 2.7285; REL 1.4854; VID 1.3973; CONST 0.0000; lr 0.0001
+iter 0159800; MSM 1.2898; REL 1.5010; VID 0.0079; CONST 0.0000; lr 0.0001
+iter 0160000; MSM 0.9870; REL 0.0343; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0160200; MSM 1.2510; REL 0.1877; VID 0.0205; CONST 0.0000; lr 0.0001
+iter 0160400; MSM 2.9347; REL 0.0413; VID 1.4313; CONST 0.0000; lr 0.0001
+iter 0160600; MSM 1.6215; REL 1.4494; VID 0.0028; CONST 0.0000; lr 0.0001
+iter 0160800; MSM 1.3112; REL 0.0268; VID 0.0510; CONST 0.0000; lr 0.0001
+iter 0161000; MSM 1.0781; REL 0.2898; VID 0.0039; CONST 0.0000; lr 0.0001
+iter 0161200; MSM 2.6045; REL 2.1655; VID 1.3895; CONST 0.0000; lr 0.0001
+iter 0161400; MSM 1.6397; REL 1.4564; VID 0.0026; CONST 0.0000; lr 0.0001
+iter 0161600; MSM 2.3379; REL 0.3344; VID 0.0029; CONST 0.0000; lr 0.0001
+iter 0161800; MSM 2.1160; REL 1.0807; VID 0.0046; CONST 0.0000; lr 0.0001
+iter 0162000; MSM 2.9133; REL 1.4492; VID 1.3915; CONST 0.0000; lr 0.0001
+iter 0162200; MSM 2.6437; REL 1.4178; VID 1.3880; CONST 0.0000; lr 0.0001
+iter 0162400; MSM 2.8989; REL 0.4036; VID 1.3972; CONST 0.0000; lr 0.0001
+iter 0162600; MSM 1.3510; REL 0.2714; VID 0.0051; CONST 0.0000; lr 0.0001
+iter 0162800; MSM 1.8882; REL 0.4365; VID 0.0024; CONST 0.0000; lr 0.0001
+iter 0163000; MSM 1.9825; REL 0.6252; VID 0.0024; CONST 0.0000; lr 0.0001
+iter 0163200; MSM 2.8682; REL 0.0567; VID 1.3891; CONST 0.0000; lr 0.0001
+iter 0163400; MSM 3.4696; REL 1.8718; VID 1.4036; CONST 0.0000; lr 0.0001
+iter 0163600; MSM 1.2844; REL 0.4138; VID 0.0077; CONST 0.0000; lr 0.0001
+iter 0163800; MSM 0.9802; REL 0.3972; VID 0.0022; CONST 0.0000; lr 0.0001
+iter 0164000; MSM 3.5003; REL 1.0882; VID 1.3920; CONST 0.0000; lr 0.0001
+iter 0164200; MSM 1.5524; REL 1.4513; VID 0.0033; CONST 0.0000; lr 0.0001
+iter 0164400; MSM 1.9947; REL 0.1029; VID 0.0630; CONST 0.0000; lr 0.0001
+iter 0164600; MSM 1.5563; REL 1.4756; VID 0.0028; CONST 0.0000; lr 0.0001
+iter 0164800; MSM 1.3038; REL 0.3792; VID 0.0273; CONST 0.0000; lr 0.0001
+iter 0165000; MSM 1.3245; REL 0.3098; VID 0.0053; CONST 0.0000; lr 0.0001
+iter 0165200; MSM 2.8111; REL 1.4921; VID 1.3898; CONST 0.0000; lr 0.0001
+iter 0165400; MSM 2.7655; REL 1.4857; VID 1.3920; CONST 0.0000; lr 0.0001
+iter 0165600; MSM 1.0447; REL 0.4080; VID 0.0047; CONST 0.0000; lr 0.0001
+iter 0165800; MSM 1.2281; REL 1.4485; VID 0.0056; CONST 0.0000; lr 0.0001
+iter 0166000; MSM 1.1482; REL 0.2197; VID 0.0054; CONST 0.0000; lr 0.0001
+iter 0166200; MSM 2.0225; REL 0.3935; VID 0.0111; CONST 0.0000; lr 0.0001
+iter 0166400; MSM 1.5598; REL 0.1907; VID 0.0038; CONST 0.0000; lr 0.0001
+iter 0166600; MSM 1.1342; REL 0.2847; VID 0.0060; CONST 0.0000; lr 0.0001
+iter 0166800; MSM 1.1736; REL 1.4702; VID 0.0633; CONST 0.0000; lr 0.0001
+iter 0167000; MSM 0.9710; REL 0.2679; VID 0.0043; CONST 0.0000; lr 0.0001
+iter 0167200; MSM 1.0525; REL 0.0074; VID 0.0058; CONST 0.0000; lr 0.0001
+iter 0167400; MSM 1.1062; REL 0.7811; VID 0.0042; CONST 0.0000; lr 0.0001
+iter 0167600; MSM 0.9528; REL 0.2603; VID 0.0028; CONST 0.0000; lr 0.0001
+iter 0167800; MSM 1.2751; REL 0.1104; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0168000; MSM 1.2779; REL 0.5782; VID 0.0185; CONST 0.0000; lr 0.0001
+iter 0168200; MSM 1.0139; REL 0.2290; VID 0.0039; CONST 0.0000; lr 0.0001
+iter 0168400; MSM 1.0022; REL 0.2055; VID 0.0077; CONST 0.0000; lr 0.0001
+iter 0168600; MSM 1.8757; REL 1.4827; VID 0.0036; CONST 0.0000; lr 0.0001
+iter 0168800; MSM 1.1630; REL 0.2486; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0169000; MSM 1.8134; REL 1.4307; VID 2.4756; CONST 0.0000; lr 0.0001
+iter 0169200; MSM 1.4670; REL 0.3458; VID 0.0025; CONST 0.0000; lr 0.0001
+iter 0169400; MSM 1.1590; REL 0.2145; VID 0.0095; CONST 0.0000; lr 0.0001
+iter 0169600; MSM 2.8492; REL 1.4976; VID 1.3919; CONST 0.0000; lr 0.0001
+iter 0169800; MSM 3.0565; REL 0.4937; VID 1.3905; CONST 0.0000; lr 0.0001
+iter 0170000; MSM 1.0236; REL 1.0048; VID 0.0259; CONST 0.0000; lr 0.0001
+iter 0170200; MSM 1.3515; REL 0.0236; VID 0.0032; CONST 0.0000; lr 0.0001
+iter 0170400; MSM 1.0498; REL 1.4618; VID 0.0082; CONST 0.0000; lr 0.0001
+iter 0170600; MSM 1.0589; REL 0.0180; VID 0.0032; CONST 0.0000; lr 0.0001
+iter 0170800; MSM 1.2575; REL 0.0736; VID 0.0520; CONST 0.0000; lr 0.0001
+iter 0171000; MSM 1.0153; REL 0.2284; VID 0.0023; CONST 0.0000; lr 0.0001
+iter 0171200; MSM 1.1033; REL 0.2719; VID 0.0031; CONST 0.0000; lr 0.0001
+iter 0171400; MSM 1.0543; REL 0.0921; VID 0.0075; CONST 0.0000; lr 0.0001
+iter 0171600; MSM 1.1438; REL 0.2129; VID 0.0050; CONST 0.0000; lr 0.0001
+iter 0171800; MSM 3.0144; REL 0.4560; VID 1.3880; CONST 0.0000; lr 0.0001
+iter 0172000; MSM 1.1877; REL 0.3072; VID 0.0551; CONST 0.0000; lr 0.0001
+iter 0172200; MSM 2.4791; REL 0.3226; VID 0.0062; CONST 0.0000; lr 0.0001
+iter 0172400; MSM 1.9615; REL 1.4444; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0172600; MSM 2.7437; REL 0.0761; VID 1.3886; CONST 0.0000; lr 0.0001
+iter 0172800; MSM 1.0277; REL 0.2075; VID 0.0077; CONST 0.0000; lr 0.0001
+iter 0173000; MSM 1.1381; REL 0.2445; VID 0.0044; CONST 0.0000; lr 0.0001
+iter 0173200; MSM 0.9961; REL 0.2456; VID 0.0017; CONST 0.0000; lr 0.0001
+iter 0173400; MSM 1.3563; REL 1.4764; VID 0.7583; CONST 0.0000; lr 0.0001
+iter 0173600; MSM 0.9652; REL 0.2103; VID 0.0225; CONST 0.0000; lr 0.0001
+iter 0173800; MSM 1.0830; REL 1.4728; VID 0.0022; CONST 0.0000; lr 0.0001
+iter 0174000; MSM 1.2527; REL 0.0059; VID 0.0062; CONST 0.0000; lr 0.0001
+iter 0174200; MSM 1.2340; REL 0.0060; VID 0.0078; CONST 0.0000; lr 0.0001
+iter 0174400; MSM 1.7656; REL 1.4591; VID 0.0486; CONST 0.0000; lr 0.0001
+iter 0174600; MSM 3.3945; REL 2.9142; VID 1.3908; CONST 0.0000; lr 0.0001
+iter 0174800; MSM 1.0179; REL 1.4926; VID 0.0014; CONST 0.0000; lr 0.0001
+iter 0175000; MSM 0.9762; REL 0.3388; VID 0.0038; CONST 0.0000; lr 0.0001
+iter 0175200; MSM 1.1215; REL 0.0349; VID 0.0100; CONST 0.0000; lr 0.0001
+iter 0175400; MSM 3.1081; REL 1.5032; VID 1.3895; CONST 0.0000; lr 0.0001
+iter 0175600; MSM 1.3450; REL 0.2386; VID 0.0017; CONST 0.0000; lr 0.0001
+iter 0175800; MSM 1.6078; REL 0.3800; VID 0.0604; CONST 0.0000; lr 0.0001
+iter 0176000; MSM 1.0850; REL 0.2408; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0176200; MSM 3.0427; REL 0.0199; VID 1.3897; CONST 0.0000; lr 0.0001
+iter 0176400; MSM 1.1980; REL 0.2984; VID 0.0062; CONST 0.0000; lr 0.0001
+iter 0176600; MSM 1.0948; REL 0.0152; VID 0.0061; CONST 0.0000; lr 0.0001
+iter 0176800; MSM 1.1820; REL 0.7251; VID 0.0035; CONST 0.0000; lr 0.0001
+iter 0177000; MSM 1.6129; REL 0.2354; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0177200; MSM 1.3106; REL 1.4664; VID 0.0142; CONST 0.0000; lr 0.0001
+iter 0177400; MSM 0.9919; REL 1.5456; VID 0.0103; CONST 0.0000; lr 0.0001
+iter 0177600; MSM 1.4472; REL 0.1522; VID 0.0254; CONST 0.0000; lr 0.0001
+iter 0177800; MSM 1.4564; REL 2.7796; VID 0.0270; CONST 0.0000; lr 0.0001
+iter 0178000; MSM 2.9429; REL 0.1491; VID 1.3917; CONST 0.0000; lr 0.0001
+iter 0178200; MSM 1.0007; REL 1.4619; VID 0.0032; CONST 0.0000; lr 0.0001
+iter 0178400; MSM 1.1060; REL 0.0612; VID 0.0029; CONST 0.0000; lr 0.0001
+iter 0178600; MSM 1.2842; REL 0.9561; VID 0.0079; CONST 0.0000; lr 0.0001
+iter 0178800; MSM 2.7785; REL 0.0309; VID 1.3922; CONST 0.0000; lr 0.0001
+iter 0179000; MSM 0.9558; REL 1.5205; VID 0.0023; CONST 0.0000; lr 0.0001
+iter 0179200; MSM 4.2071; REL 0.1024; VID 1.4048; CONST 0.0000; lr 0.0001
+iter 0179400; MSM 1.6258; REL 0.9206; VID 0.0016; CONST 0.0000; lr 0.0001
+iter 0179600; MSM 1.3433; REL 0.2869; VID 0.0226; CONST 0.0000; lr 0.0001
+iter 0179800; MSM 1.1780; REL 1.2163; VID 0.0053; CONST 0.0000; lr 0.0001
+iter 0180000; MSM 3.3935; REL 0.0307; VID 1.3897; CONST 0.0000; lr 0.0001
+iter 0180200; MSM 1.7505; REL 0.2373; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0180400; MSM 1.2449; REL 0.2439; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0180600; MSM 1.1186; REL 0.2423; VID 0.0198; CONST 0.0000; lr 0.0001
+iter 0180800; MSM 0.9054; REL 0.2427; VID 0.0042; CONST 0.0000; lr 0.0001
+iter 0181000; MSM 1.3341; REL 0.0509; VID 0.6811; CONST 0.0000; lr 0.0001
+iter 0181200; MSM 2.7062; REL 0.6031; VID 1.3887; CONST 0.0000; lr 0.0001
+iter 0181400; MSM 1.6728; REL 0.2957; VID 0.0110; CONST 0.0000; lr 0.0001
+iter 0181600; MSM 1.2346; REL 0.2141; VID 0.0082; CONST 0.0000; lr 0.0001
+iter 0181800; MSM 1.1251; REL 1.5342; VID 0.0131; CONST 0.0000; lr 0.0001
+iter 0182000; MSM 1.6859; REL 0.0139; VID 0.0030; CONST 0.0000; lr 0.0001
+iter 0182200; MSM 1.2793; REL 1.4842; VID 0.0173; CONST 0.0000; lr 0.0001
+iter 0182400; MSM 1.8690; REL 1.4517; VID 0.0075; CONST 0.0000; lr 0.0001
+iter 0182600; MSM 2.0777; REL 0.2940; VID 0.0021; CONST 0.0000; lr 0.0001
+iter 0182800; MSM 1.0240; REL 1.4878; VID 0.0029; CONST 0.0000; lr 0.0001
+iter 0183000; MSM 0.9235; REL 1.1963; VID 0.0070; CONST 0.0000; lr 0.0001
+iter 0183200; MSM 0.9867; REL 1.5044; VID 0.0294; CONST 0.0000; lr 0.0001
+iter 0183400; MSM 3.5698; REL 0.8287; VID 1.3924; CONST 0.0000; lr 0.0001
+iter 0183600; MSM 1.0336; REL 1.4709; VID 0.0089; CONST 0.0000; lr 0.0001
+iter 0183800; MSM 1.4947; REL 0.0090; VID 0.0048; CONST 0.0000; lr 0.0001
+iter 0184000; MSM 1.2106; REL 0.2883; VID 0.0052; CONST 0.0000; lr 0.0001
+iter 0184200; MSM 1.4195; REL 1.3989; VID 0.0039; CONST 0.0000; lr 0.0001
+iter 0184400; MSM 1.1467; REL 0.0212; VID 0.0033; CONST 0.0000; lr 0.0001
+iter 0184600; MSM 1.7617; REL 0.5026; VID 0.0043; CONST 0.0000; lr 0.0001
+iter 0184800; MSM 3.3639; REL 0.0276; VID 1.3901; CONST 0.0000; lr 0.0001
+iter 0185000; MSM 1.1382; REL 0.0140; VID 0.0056; CONST 0.0000; lr 0.0001
+iter 0185200; MSM 0.9399; REL 1.4356; VID 0.0036; CONST 0.0000; lr 0.0001
+iter 0185400; MSM 2.0673; REL 1.4990; VID 0.0120; CONST 0.0000; lr 0.0001
+iter 0185600; MSM 1.1492; REL 1.5495; VID 0.0018; CONST 0.0000; lr 0.0001
+iter 0185800; MSM 1.4887; REL 0.4585; VID 0.0044; CONST 0.0000; lr 0.0001
+iter 0186000; MSM 1.0161; REL 0.2500; VID 0.0143; CONST 0.0000; lr 0.0001
+iter 0186200; MSM 1.0776; REL 0.1281; VID 0.0033; CONST 0.0000; lr 0.0001
+iter 0186400; MSM 0.9978; REL 1.4666; VID 0.0050; CONST 0.0000; lr 0.0001
+iter 0186600; MSM 1.2311; REL 1.5233; VID 0.0036; CONST 0.0000; lr 0.0001
+iter 0186800; MSM 1.3998; REL 0.2276; VID 0.0024; CONST 0.0000; lr 0.0001
+iter 0187000; MSM 1.5744; REL 0.0410; VID 0.0048; CONST 0.0000; lr 0.0001
+iter 0187200; MSM 1.2300; REL 1.4656; VID 0.0059; CONST 0.0000; lr 0.0001
+iter 0187400; MSM 1.9004; REL 0.4110; VID 0.0046; CONST 0.0000; lr 0.0001
+iter 0187600; MSM 1.1833; REL 1.1342; VID 0.0151; CONST 0.0000; lr 0.0001
+iter 0187800; MSM 1.4076; REL 0.0270; VID 0.0045; CONST 0.0000; lr 0.0001
+iter 0188000; MSM 1.1003; REL 0.0167; VID 0.0160; CONST 0.0000; lr 0.0001
+iter 0188200; MSM 1.1130; REL 0.2832; VID 0.0018; CONST 0.0000; lr 0.0001
+iter 0188400; MSM 1.7892; REL 1.4376; VID 0.0119; CONST 0.0000; lr 0.0001
+iter 0188600; MSM 1.3272; REL 0.2806; VID 0.0087; CONST 0.0000; lr 0.0001
+iter 0188800; MSM 1.7934; REL 1.4786; VID 0.0042; CONST 0.0000; lr 0.0001
+iter 0189000; MSM 1.1253; REL 1.4649; VID 0.0125; CONST 0.0000; lr 0.0001
+iter 0189200; MSM 1.5993; REL 1.7324; VID 0.0064; CONST 0.0000; lr 0.0001
+iter 0189400; MSM 0.9881; REL 1.4968; VID 0.0286; CONST 0.0000; lr 0.0001
+iter 0189600; MSM 0.8729; REL 0.8022; VID 0.0142; CONST 0.0000; lr 0.0001
+iter 0189800; MSM 1.2282; REL 1.4377; VID 0.0152; CONST 0.0000; lr 0.0001
+iter 0190000; MSM 1.0535; REL 1.6767; VID 0.0026; CONST 0.0000; lr 0.0001
+iter 0190200; MSM 1.0991; REL 0.2032; VID 0.0021; CONST 0.0000; lr 0.0001
+iter 0190400; MSM 1.1072; REL 0.0304; VID 0.0031; CONST 0.0000; lr 0.0001
+iter 0190600; MSM 1.0224; REL 1.4931; VID 0.0068; CONST 0.0000; lr 0.0001
+iter 0190800; MSM 2.8175; REL 0.8762; VID 1.3887; CONST 0.0000; lr 0.0001
+iter 0191000; MSM 1.2498; REL 0.6204; VID 0.0531; CONST 0.0000; lr 0.0001
+iter 0191200; MSM 1.3393; REL 0.0595; VID 0.0315; CONST 0.0000; lr 0.0001
+iter 0191400; MSM 0.8031; REL 0.2131; VID 0.0144; CONST 0.0000; lr 0.0001
+iter 0191600; MSM 1.1656; REL 0.4283; VID 0.0094; CONST 0.0000; lr 0.0001
+iter 0191800; MSM 1.3694; REL 0.5067; VID 0.0063; CONST 0.0000; lr 0.0001
+iter 0192000; MSM 1.1076; REL 1.5000; VID 0.0097; CONST 0.0000; lr 0.0001
+iter 0192200; MSM 3.2098; REL 0.0385; VID 1.4233; CONST 0.0000; lr 0.0001
+iter 0192400; MSM 1.0984; REL 1.0545; VID 0.0037; CONST 0.0000; lr 0.0001
+iter 0192600; MSM 1.1248; REL 1.4261; VID 0.0040; CONST 0.0000; lr 0.0001
+iter 0192800; MSM 2.8936; REL 0.0066; VID 1.3884; CONST 0.0000; lr 0.0001
+iter 0193000; MSM 2.8252; REL 0.0281; VID 1.3881; CONST 0.0000; lr 0.0001
+iter 0193200; MSM 1.6643; REL 1.4690; VID 0.0094; CONST 0.0000; lr 0.0001
+iter 0193400; MSM 0.9868; REL 1.5450; VID 0.0071; CONST 0.0000; lr 0.0001
+iter 0193600; MSM 2.6728; REL 0.0491; VID 1.3876; CONST 0.0000; lr 0.0001
+iter 0193800; MSM 1.2200; REL 0.3398; VID 1.9659; CONST 0.0000; lr 0.0001
+iter 0194000; MSM 2.0793; REL 0.2492; VID 0.0268; CONST 0.0000; lr 0.0001
+iter 0194200; MSM 1.7828; REL 0.4549; VID 0.0094; CONST 0.0000; lr 0.0001
+iter 0194400; MSM 1.0664; REL 1.4912; VID 0.0443; CONST 0.0000; lr 0.0001
+iter 0194600; MSM 2.2188; REL 1.4315; VID 0.0088; CONST 0.0000; lr 0.0001
+iter 0194800; MSM 1.8635; REL 1.4374; VID 0.0047; CONST 0.0000; lr 0.0001
+iter 0195000; MSM 1.5611; REL 0.2896; VID 0.0065; CONST 0.0000; lr 0.0001
+iter 0195200; MSM 2.6695; REL 0.3874; VID 1.3911; CONST 0.0000; lr 0.0001
+iter 0195400; MSM 1.5990; REL 0.4079; VID 0.0104; CONST 0.0000; lr 0.0001
+iter 0195600; MSM 2.8541; REL 0.0143; VID 1.3896; CONST 0.0000; lr 0.0001
+iter 0195800; MSM 2.0349; REL 1.1276; VID 0.0309; CONST 0.0000; lr 0.0001
+iter 0196000; MSM 1.0198; REL 1.5593; VID 0.0069; CONST 0.0000; lr 0.0001
+iter 0196200; MSM 1.7569; REL 0.3243; VID 0.0121; CONST 0.0000; lr 0.0001
+iter 0196400; MSM 1.0987; REL 0.2634; VID 0.0120; CONST 0.0000; lr 0.0001
+iter 0196600; MSM 1.2377; REL 1.4668; VID 0.0076; CONST 0.0000; lr 0.0001
+iter 0196800; MSM 2.4688; REL 0.5303; VID 1.3899; CONST 0.0000; lr 0.0001
+iter 0197000; MSM 1.1554; REL 0.4894; VID 0.0034; CONST 0.0000; lr 0.0001
+iter 0197200; MSM 1.5149; REL 0.1014; VID 0.0027; CONST 0.0000; lr 0.0001
+iter 0197400; MSM 0.9632; REL 0.2502; VID 0.0201; CONST 0.0000; lr 0.0001
+iter 0197600; MSM 3.0324; REL 0.0329; VID 1.3888; CONST 0.0000; lr 0.0001
+iter 0197800; MSM 1.2101; REL 0.2664; VID 0.0021; CONST 0.0000; lr 0.0001
+iter 0198000; MSM 0.9868; REL 0.2333; VID 0.0037; CONST 0.0000; lr 0.0001
+iter 0198200; MSM 2.1141; REL 0.0365; VID 0.0018; CONST 0.0000; lr 0.0001
+iter 0198400; MSM 1.0690; REL 0.0982; VID 0.0453; CONST 0.0000; lr 0.0001
+iter 0198600; MSM 1.8767; REL 0.2406; VID 0.0019; CONST 0.0000; lr 0.0001
+iter 0198800; MSM 0.9940; REL 0.2082; VID 0.0047; CONST 0.0000; lr 0.0001
+iter 0199000; MSM 2.8005; REL 0.4696; VID 1.3884; CONST 0.0000; lr 0.0001
+iter 0199200; MSM 0.9474; REL 0.2587; VID 0.0020; CONST 0.0000; lr 0.0001
+iter 0199400; MSM 1.1710; REL 0.8692; VID 0.0049; CONST 0.0000; lr 0.0001
+iter 0199600; MSM 1.1900; REL 0.0169; VID 0.0033; CONST 0.0000; lr 0.0001
+iter 0199800; MSM 3.1988; REL 0.0273; VID 1.3900; CONST 0.0000; lr 0.0001

stage1_edit_best/log.txt

@@ -0,0 +1,1002 @@
+Name: train_image_text_12layer_edit_novisual_beit_softmax Time: 2025-07-01 21:33:08.528539
+--------------------------------------------------
+iter 0000000; MSM 7.0681; REL 1.3881; VID 2.7751; CONST 0.0000; lr 1e-06
+iter 0000200; MSM 6.0631; REL 1.3863; VID 1.3863; CONST 0.0000; lr 6.258524381211508e-05
+iter 0000400; MSM 6.0401; REL 1.3868; VID 2.7816; CONST 0.0000; lr 7.064207302019181e-05
+iter 0000600; MSM 5.7758; REL 1.3870; VID 1.0080; CONST 0.0000; lr 7.535501598163163e-05
+iter 0000800; MSM 5.5017; REL 1.3861; VID 1.2778; CONST 0.0000; lr 7.869890222826853e-05
+iter 0001000; MSM 5.2525; REL 1.3864; VID 1.1881; CONST 0.0000; lr 8.129262190605753e-05
+iter 0001200; MSM 4.7088; REL 1.3864; VID 1.4439; CONST 0.0000; lr 8.341184518970836e-05
+iter 0001400; MSM 5.7121; REL 1.3867; VID 2.5557; CONST 0.0000; lr 8.520362294558676e-05
+iter 0001600; MSM 4.1616; REL 1.3873; VID 0.9953; CONST 0.0000; lr 8.675573143634527e-05
+iter 0001800; MSM 3.8194; REL 1.3862; VID 0.6414; CONST 0.0000; lr 8.812478815114817e-05
+iter 0002000; MSM 5.2034; REL 1.3855; VID 2.2360; CONST 0.0000; lr 8.934945111413428e-05
+iter 0002200; MSM 4.9260; REL 1.3857; VID 1.7741; CONST 0.0000; lr 9.045729352049622e-05
+iter 0002400; MSM 5.2642; REL 1.3861; VID 0.3638; CONST 0.0000; lr 9.146867439778508e-05
+iter 0002600; MSM 3.5240; REL 1.3875; VID 1.6225; CONST 0.0000; lr 9.239905461596146e-05
+iter 0002800; MSM 4.8390; REL 1.3873; VID 1.0495; CONST 0.0000; lr 9.326045215366348e-05
+iter 0003000; MSM 5.1554; REL 1.3970; VID 1.6943; CONST 0.0000; lr 9.406239407557407e-05
+iter 0003200; MSM 3.6626; REL 1.3908; VID 1.1901; CONST 0.0000; lr 9.4812560644422e-05
+iter 0003400; MSM 4.9420; REL 1.3906; VID 1.0145; CONST 0.0000; lr 9.551723381842911e-05
+iter 0003600; MSM 3.4650; REL 1.3957; VID 1.4312; CONST 0.0000; lr 9.61816173592249e-05
+iter 0003800; MSM 3.8022; REL 1.4017; VID 0.6200; CONST 0.0000; lr 9.681007027622012e-05
+iter 0004000; MSM 3.5997; REL 1.3754; VID 0.4313; CONST 0.0000; lr 9.7406280322211e-05
+iter 0004200; MSM 3.8386; REL 1.4121; VID 1.1491; CONST 0.0000; lr 9.797339511510329e-05
+iter 0004400; MSM 4.0907; REL 1.2907; VID 1.2225; CONST 0.0000; lr 9.851412272857295e-05
+iter 0004600; MSM 4.6512; REL 1.4175; VID 2.6834; CONST 0.0000; lr 9.903080990421993e-05
+iter 0004800; MSM 5.3863; REL 1.3855; VID 2.6714; CONST 0.0000; lr 9.952550360586183e-05
+iter 0005000; MSM 2.9108; REL 1.3529; VID 0.6348; CONST 0.0000; lr 0.0001
+iter 0005200; MSM 4.0204; REL 1.2619; VID 0.8699; CONST 0.0000; lr 0.0001
+iter 0005400; MSM 4.6235; REL 1.3276; VID 0.4941; CONST 0.0000; lr 0.0001
+iter 0005600; MSM 3.3328; REL 1.1006; VID 1.3877; CONST 0.0000; lr 0.0001
+iter 0005800; MSM 3.2748; REL 1.3180; VID 1.2511; CONST 0.0000; lr 0.0001
+iter 0006000; MSM 4.0428; REL 1.3525; VID 1.2179; CONST 0.0000; lr 0.0001
+iter 0006200; MSM 2.6647; REL 1.5194; VID 1.1647; CONST 0.0000; lr 0.0001
+iter 0006400; MSM 4.0942; REL 1.3638; VID 1.2647; CONST 0.0000; lr 0.0001
+iter 0006600; MSM 2.1895; REL 1.3804; VID 0.3256; CONST 0.0000; lr 0.0001
+iter 0006800; MSM 4.6533; REL 1.3706; VID 3.2288; CONST 0.0000; lr 0.0001
+iter 0007000; MSM 2.8321; REL 0.7792; VID 0.3878; CONST 0.0000; lr 0.0001
+iter 0007200; MSM 3.8286; REL 1.0871; VID 1.4354; CONST 0.0000; lr 0.0001
+iter 0007400; MSM 3.4336; REL 1.2158; VID 0.6194; CONST 0.0000; lr 0.0001
+iter 0007600; MSM 4.1897; REL 0.5109; VID 1.8930; CONST 0.0000; lr 0.0001
+iter 0007800; MSM 2.9752; REL 1.4932; VID 0.5803; CONST 0.0000; lr 0.0001
+iter 0008000; MSM 5.0929; REL 1.0684; VID 0.1673; CONST 0.0000; lr 0.0001
+iter 0008200; MSM 4.6409; REL 0.7888; VID 1.5847; CONST 0.0000; lr 0.0001
+iter 0008400; MSM 3.0373; REL 1.3459; VID 0.4588; CONST 0.0000; lr 0.0001
+iter 0008600; MSM 4.2238; REL 1.2288; VID 1.2322; CONST 0.0000; lr 0.0001
+iter 0008800; MSM 2.8760; REL 0.8116; VID 0.5182; CONST 0.0000; lr 0.0001
+iter 0009000; MSM 1.9914; REL 0.7224; VID 0.1542; CONST 0.0000; lr 0.0001
+iter 0009200; MSM 5.6661; REL 1.5438; VID 2.2358; CONST 0.0000; lr 0.0001
+iter 0009400; MSM 5.2142; REL 0.6633; VID 2.7681; CONST 0.0000; lr 0.0001
+iter 0009600; MSM 2.3032; REL 0.6780; VID 0.1731; CONST 0.0000; lr 0.0001
+iter 0009800; MSM 2.4155; REL 0.7893; VID 0.2800; CONST 0.0000; lr 0.0001
+iter 0010000; MSM 2.6153; REL 0.3358; VID 1.1307; CONST 0.0000; lr 0.0001
+iter 0010200; MSM 3.0412; REL 1.4906; VID 0.2882; CONST 0.0000; lr 0.0001
+iter 0010400; MSM 5.9599; REL 0.0000; VID 2.7728; CONST 0.0000; lr 0.0001
+iter 0010600; MSM 1.1034; REL 1.4029; VID 0.2451; CONST 0.0000; lr 0.0001
+iter 0010800; MSM 2.0445; REL 1.9694; VID 0.1032; CONST 0.0000; lr 0.0001
+iter 0011000; MSM 1.8741; REL 1.0990; VID 0.7663; CONST 0.0000; lr 0.0001
+iter 0011200; MSM 3.1073; REL 1.1380; VID 0.2930; CONST 0.0000; lr 0.0001
+iter 0011400; MSM 1.9036; REL 0.6495; VID 0.4989; CONST 0.0000; lr 0.0001
+iter 0011600; MSM 5.5127; REL 4.0372; VID 1.6213; CONST 0.0000; lr 0.0001
+iter 0011800; MSM 3.1898; REL 1.5674; VID 0.3738; CONST 0.0000; lr 0.0001
+iter 0012000; MSM 2.5269; REL 0.2553; VID 0.5678; CONST 0.0000; lr 0.0001
+iter 0012200; MSM 3.4809; REL 0.7153; VID 0.9068; CONST 0.0000; lr 0.0001
+iter 0012400; MSM 3.4790; REL 0.2156; VID 0.2813; CONST 0.0000; lr 0.0001
+iter 0012600; MSM 3.7299; REL 1.8946; VID 1.6733; CONST 0.0000; lr 0.0001
+iter 0012800; MSM 4.5848; REL 1.4263; VID 2.3528; CONST 0.0000; lr 0.0001
+iter 0013000; MSM 2.2883; REL 0.6229; VID 0.6767; CONST 0.0000; lr 0.0001
+iter 0013200; MSM 4.9431; REL 0.1204; VID 1.9037; CONST 0.0000; lr 0.0001
+iter 0013400; MSM 3.2640; REL 1.3762; VID 1.0152; CONST 0.0000; lr 0.0001
+iter 0013600; MSM 2.1684; REL 0.2455; VID 1.3915; CONST 0.0000; lr 0.0001
+iter 0013800; MSM 1.6374; REL 0.7003; VID 0.6838; CONST 0.0000; lr 0.0001
+iter 0014000; MSM 1.1836; REL 0.0682; VID 0.2915; CONST 0.0000; lr 0.0001
+iter 0014200; MSM 0.9642; REL 0.0609; VID 0.0844; CONST 0.0000; lr 0.0001
+iter 0014400; MSM 1.7584; REL 1.3916; VID 0.3884; CONST 0.0000; lr 0.0001
+iter 0014600; MSM 1.8685; REL 1.2041; VID 0.3580; CONST 0.0000; lr 0.0001
+iter 0014800; MSM 3.9557; REL 0.4038; VID 1.5425; CONST 0.0000; lr 0.0001
+iter 0015000; MSM 2.0347; REL 0.6464; VID 0.0804; CONST 0.0000; lr 0.0001
+iter 0015200; MSM 1.5171; REL 0.0977; VID 0.2127; CONST 0.0000; lr 0.0001
+iter 0015400; MSM 2.0302; REL 0.1636; VID 0.2169; CONST 0.0000; lr 0.0001
+iter 0015600; MSM 3.8413; REL 0.0823; VID 1.5510; CONST 0.0000; lr 0.0001
+iter 0015800; MSM 2.6306; REL 1.4349; VID 0.1244; CONST 0.0000; lr 0.0001
+iter 0016000; MSM 1.5000; REL 0.2545; VID 0.0848; CONST 0.0000; lr 0.0001
+iter 0016200; MSM 4.7876; REL 0.4986; VID 0.0850; CONST 0.0000; lr 0.0001
+iter 0016400; MSM 2.1067; REL 0.1187; VID 0.2314; CONST 0.0000; lr 0.0001
+iter 0016600; MSM 2.4493; REL 1.3499; VID 0.1046; CONST 0.0000; lr 0.0001
+iter 0016800; MSM 2.0704; REL 0.3565; VID 0.7237; CONST 0.0000; lr 0.0001
+iter 0017000; MSM 2.0635; REL 0.4489; VID 1.2453; CONST 0.0000; lr 0.0001
+iter 0017200; MSM 2.3909; REL 0.8854; VID 0.1998; CONST 0.0000; lr 0.0001
+iter 0017400; MSM 2.0641; REL 0.1042; VID 0.5646; CONST 0.0000; lr 0.0001
+iter 0017600; MSM 1.1870; REL 0.1974; VID 0.2028; CONST 0.0000; lr 0.0001
+iter 0017800; MSM 4.0412; REL 0.0950; VID 1.4834; CONST 0.0000; lr 0.0001
+iter 0018000; MSM 1.1280; REL 0.9140; VID 0.4067; CONST 0.0000; lr 0.0001
+iter 0018200; MSM 1.0534; REL 0.1009; VID 0.1048; CONST 0.0000; lr 0.0001
+iter 0018400; MSM 3.7686; REL 2.2922; VID 1.4346; CONST 0.0000; lr 0.0001
+iter 0018600; MSM 0.8508; REL 0.1756; VID 0.6524; CONST 0.0000; lr 0.0001
+iter 0018800; MSM 5.9755; REL 0.0000; VID 2.7747; CONST 0.0000; lr 0.0001
+iter 0019000; MSM 1.1473; REL 0.0505; VID 0.4142; CONST 0.0000; lr 0.0001
+iter 0019200; MSM 2.2793; REL 0.0985; VID 0.1821; CONST 0.0000; lr 0.0001
+iter 0019400; MSM 0.4700; REL 0.0543; VID 0.5465; CONST 0.0000; lr 0.0001
+iter 0019600; MSM 3.8017; REL 0.0481; VID 1.8490; CONST 0.0000; lr 0.0001
+iter 0019800; MSM 3.2772; REL 0.6161; VID 0.5037; CONST 0.0000; lr 0.0001
+iter 0020000; MSM 2.4122; REL 0.4790; VID 0.9644; CONST 0.0000; lr 0.0001
+iter 0020200; MSM 1.5576; REL 2.0417; VID 0.2461; CONST 0.0000; lr 0.0001
+iter 0020400; MSM 0.5580; REL 2.4750; VID 0.2570; CONST 0.0000; lr 0.0001
+iter 0020600; MSM 0.9465; REL 0.0965; VID 0.1007; CONST 0.0000; lr 0.0001
+iter 0020800; MSM 0.5533; REL 3.3643; VID 0.0805; CONST 0.0000; lr 0.0001
+iter 0021000; MSM 0.8011; REL 0.4897; VID 0.1401; CONST 0.0000; lr 0.0001
+iter 0021200; MSM 2.7588; REL 1.6578; VID 1.4845; CONST 0.0000; lr 0.0001
+iter 0021400; MSM 0.6735; REL 0.0834; VID 0.1343; CONST 0.0000; lr 0.0001
+iter 0021600; MSM 1.7807; REL 1.6431; VID 0.0649; CONST 0.0000; lr 0.0001
+iter 0021800; MSM 0.4980; REL 0.7838; VID 1.3748; CONST 0.0000; lr 0.0001
+iter 0022000; MSM 0.6814; REL 0.0180; VID 0.2330; CONST 0.0000; lr 0.0001
+iter 0022200; MSM 2.1476; REL 0.0663; VID 0.1446; CONST 0.0000; lr 0.0001
+iter 0022400; MSM 0.9599; REL 0.0603; VID 0.6847; CONST 0.0000; lr 0.0001
+iter 0022600; MSM 4.7706; REL 0.2228; VID 1.4838; CONST 0.0000; lr 0.0001
+iter 0022800; MSM 0.4990; REL 0.4099; VID 0.6729; CONST 0.0000; lr 0.0001
+iter 0023000; MSM 0.7508; REL 0.1024; VID 0.0641; CONST 0.0000; lr 0.0001
+iter 0023200; MSM 0.8837; REL 0.0910; VID 0.3234; CONST 0.0000; lr 0.0001
+iter 0023400; MSM 0.4002; REL 0.2705; VID 1.2185; CONST 0.0000; lr 0.0001
+iter 0023600; MSM 1.9420; REL 0.1668; VID 0.1349; CONST 0.0000; lr 0.0001
+iter 0023800; MSM 1.1723; REL 0.5596; VID 0.2287; CONST 0.0000; lr 0.0001
+iter 0024000; MSM 2.5326; REL 1.6289; VID 0.6791; CONST 0.0000; lr 0.0001
+iter 0024200; MSM 2.1226; REL 1.4323; VID 0.7334; CONST 0.0000; lr 0.0001
+iter 0024400; MSM 0.9459; REL 0.0329; VID 0.5719; CONST 0.0000; lr 0.0001
+iter 0024600; MSM 5.1357; REL 0.0000; VID 2.7873; CONST 0.0000; lr 0.0001
+iter 0024800; MSM 1.0694; REL 0.1673; VID 0.0781; CONST 0.0000; lr 0.0001
+iter 0025000; MSM 1.0922; REL 0.6051; VID 0.2649; CONST 0.0000; lr 0.0001
+iter 0025200; MSM 1.7463; REL 0.0372; VID 1.0341; CONST 0.0000; lr 0.0001
+iter 0025400; MSM 1.2194; REL 1.2196; VID 0.1832; CONST 0.0000; lr 0.0001
+iter 0025600; MSM 3.2409; REL 0.1076; VID 2.4858; CONST 0.0000; lr 0.0001
+iter 0025800; MSM 0.6682; REL 0.0361; VID 0.2174; CONST 0.0000; lr 0.0001
+iter 0026000; MSM 0.4037; REL 0.0493; VID 0.0851; CONST 0.0000; lr 0.0001
+iter 0026200; MSM 1.2797; REL 1.9680; VID 0.0726; CONST 0.0000; lr 0.0001
+iter 0026400; MSM 3.4898; REL 0.3888; VID 1.4778; CONST 0.0000; lr 0.0001
+iter 0026600; MSM 3.7026; REL 0.0599; VID 0.1104; CONST 0.0000; lr 0.0001
+iter 0026800; MSM 3.3706; REL 0.1999; VID 3.0975; CONST 0.0000; lr 0.0001
+iter 0027000; MSM 0.5720; REL 0.0159; VID 0.1724; CONST 0.0000; lr 0.0001
+iter 0027200; MSM 0.7346; REL 0.0654; VID 0.1466; CONST 0.0000; lr 0.0001
+iter 0027400; MSM 0.2646; REL 0.1013; VID 0.2812; CONST 0.0000; lr 0.0001
+iter 0027600; MSM 4.2854; REL 1.5637; VID 1.4263; CONST 0.0000; lr 0.0001
+iter 0027800; MSM 0.9602; REL 0.3269; VID 0.1328; CONST 0.0000; lr 0.0001
+iter 0028000; MSM 1.4690; REL 0.0913; VID 1.8532; CONST 0.0000; lr 0.0001
+iter 0028200; MSM 2.0065; REL 0.0710; VID 0.1892; CONST 0.0000; lr 0.0001
+iter 0028400; MSM 4.3044; REL 1.5091; VID 1.4460; CONST 0.0000; lr 0.0001
+iter 0028600; MSM 1.0211; REL 0.3487; VID 0.2136; CONST 0.0000; lr 0.0001
+iter 0028800; MSM 0.4856; REL 0.0836; VID 0.4654; CONST 0.0000; lr 0.0001
+iter 0029000; MSM 2.8419; REL 0.2638; VID 1.1811; CONST 0.0000; lr 0.0001
+iter 0029200; MSM 0.2729; REL 0.0150; VID 0.9678; CONST 0.0000; lr 0.0001
+iter 0029400; MSM 3.6580; REL 0.0383; VID 1.4278; CONST 0.0000; lr 0.0001
+iter 0029600; MSM 0.5448; REL 0.0261; VID 1.4320; CONST 0.0000; lr 0.0001
+iter 0029800; MSM 0.2607; REL 0.0254; VID 0.8004; CONST 0.0000; lr 0.0001
+iter 0030000; MSM 0.7248; REL 0.0608; VID 0.1260; CONST 0.0000; lr 0.0001
+iter 0030200; MSM 0.1888; REL 0.0219; VID 0.7832; CONST 0.0000; lr 0.0001
+iter 0030400; MSM 0.1874; REL 0.0952; VID 1.3915; CONST 0.0000; lr 0.0001
+iter 0030600; MSM 0.2634; REL 0.7092; VID 0.0947; CONST 0.0000; lr 0.0001
+iter 0030800; MSM 1.3173; REL 0.1218; VID 1.5154; CONST 0.0000; lr 0.0001
+iter 0031000; MSM 1.2933; REL 0.5306; VID 1.8507; CONST 0.0000; lr 0.0001
+iter 0031200; MSM 0.4270; REL 0.0222; VID 0.1621; CONST 0.0000; lr 0.0001
+iter 0031400; MSM 1.7700; REL 0.1163; VID 0.1364; CONST 0.0000; lr 0.0001
+iter 0031600; MSM 3.4885; REL 0.0092; VID 1.4528; CONST 0.0000; lr 0.0001
+iter 0031800; MSM 1.0350; REL 0.2602; VID 0.4071; CONST 0.0000; lr 0.0001
+iter 0032000; MSM 2.4959; REL 0.0341; VID 3.7016; CONST 0.0000; lr 0.0001
+iter 0032200; MSM 1.0261; REL 0.0186; VID 0.8252; CONST 0.0000; lr 0.0001
+iter 0032400; MSM 0.1585; REL 0.4667; VID 0.3230; CONST 0.0000; lr 0.0001
+iter 0032600; MSM 0.9578; REL 0.0126; VID 0.1910; CONST 0.0000; lr 0.0001
+iter 0032800; MSM 1.1723; REL 0.0487; VID 0.1221; CONST 0.0000; lr 0.0001
+iter 0033000; MSM 2.4149; REL 0.0773; VID 1.4779; CONST 0.0000; lr 0.0001
+iter 0033200; MSM 0.7039; REL 0.2023; VID 1.0412; CONST 0.0000; lr 0.0001
+iter 0033400; MSM 0.3749; REL 0.2353; VID 0.6536; CONST 0.0000; lr 0.0001
+iter 0033600; MSM 0.9081; REL 0.0852; VID 0.1084; CONST 0.0000; lr 0.0001
+iter 0033800; MSM 0.5216; REL 0.0658; VID 0.1098; CONST 0.0000; lr 0.0001
+iter 0034000; MSM 0.5869; REL 0.0244; VID 0.0951; CONST 0.0000; lr 0.0001
+iter 0034200; MSM 0.3254; REL 0.0239; VID 0.4944; CONST 0.0000; lr 0.0001
+iter 0034400; MSM 0.2298; REL 1.2333; VID 0.1177; CONST 0.0000; lr 0.0001
+iter 0034600; MSM 1.1535; REL 0.2701; VID 0.0605; CONST 0.0000; lr 0.0001
+iter 0034800; MSM 0.2813; REL 0.1181; VID 0.5182; CONST 0.0000; lr 0.0001
+iter 0035000; MSM 0.9388; REL 0.1006; VID 0.2938; CONST 0.0000; lr 0.0001
+iter 0035200; MSM 0.1623; REL 3.0824; VID 0.1376; CONST 0.0000; lr 0.0001
+iter 0035400; MSM 0.4627; REL 0.0513; VID 0.1736; CONST 0.0000; lr 0.0001
+iter 0035600; MSM 5.7360; REL 0.0000; VID 2.7741; CONST 0.0000; lr 0.0001
+iter 0035800; MSM 2.5441; REL 0.6448; VID 0.2788; CONST 0.0000; lr 0.0001
+iter 0036000; MSM 0.6703; REL 0.0436; VID 0.0534; CONST 0.0000; lr 0.0001
+iter 0036200; MSM 3.2656; REL 0.2177; VID 1.4423; CONST 0.0000; lr 0.0001
+iter 0036400; MSM 1.8216; REL 0.0246; VID 0.2332; CONST 0.0000; lr 0.0001
+iter 0036600; MSM 0.9052; REL 0.0080; VID 0.1377; CONST 0.0000; lr 0.0001
+iter 0036800; MSM 0.2101; REL 0.0314; VID 0.2536; CONST 0.0000; lr 0.0001
+iter 0037000; MSM 1.0169; REL 0.0108; VID 0.2736; CONST 0.0000; lr 0.0001
+iter 0037200; MSM 0.9438; REL 0.0379; VID 0.0504; CONST 0.0000; lr 0.0001
+iter 0037400; MSM 0.3715; REL 0.3291; VID 0.0891; CONST 0.0000; lr 0.0001
+iter 0037600; MSM 0.6870; REL 0.0159; VID 0.2611; CONST 0.0000; lr 0.0001
+iter 0037800; MSM 3.1932; REL 0.0799; VID 1.5448; CONST 0.0000; lr 0.0001
+iter 0038000; MSM 0.2466; REL 3.0100; VID 0.1226; CONST 0.0000; lr 0.0001
+iter 0038200; MSM 0.8797; REL 0.0034; VID 0.0446; CONST 0.0000; lr 0.0001
+iter 0038400; MSM 3.5950; REL 0.0058; VID 0.0649; CONST 0.0000; lr 0.0001
+iter 0038600; MSM 0.7933; REL 0.0044; VID 0.1161; CONST 0.0000; lr 0.0001
+iter 0038800; MSM 1.4275; REL 0.2237; VID 0.9163; CONST 0.0000; lr 0.0001
+iter 0039000; MSM 0.2144; REL 0.0338; VID 0.0312; CONST 0.0000; lr 0.0001
+iter 0039200; MSM 1.3282; REL 0.1431; VID 0.0109; CONST 0.0000; lr 0.0001
+iter 0039400; MSM 0.4052; REL 0.0551; VID 0.1114; CONST 0.0000; lr 0.0001
+iter 0039600; MSM 0.6940; REL 0.0024; VID 1.0791; CONST 0.0000; lr 0.0001
+iter 0039800; MSM 0.5187; REL 0.0261; VID 0.0472; CONST 0.0000; lr 0.0001
+iter 0040000; MSM 0.4295; REL 0.0083; VID 0.0434; CONST 0.0000; lr 0.0001
+iter 0040200; MSM 0.7949; REL 0.0324; VID 0.9127; CONST 0.0000; lr 0.0001
+iter 0040400; MSM 0.1559; REL 0.0079; VID 0.1506; CONST 0.0000; lr 0.0001
+iter 0040600; MSM 0.4660; REL 0.0059; VID 0.0406; CONST 0.0000; lr 0.0001
+iter 0040800; MSM 2.7785; REL 0.0066; VID 1.4706; CONST 0.0000; lr 0.0001
+iter 0041000; MSM 1.4546; REL 0.0062; VID 0.6687; CONST 0.0000; lr 0.0001
+iter 0041200; MSM 0.4242; REL 0.0148; VID 0.0598; CONST 0.0000; lr 0.0001
+iter 0041400; MSM 1.4106; REL 0.2142; VID 0.0253; CONST 0.0000; lr 0.0001
+iter 0041600; MSM 0.8451; REL 0.0041; VID 0.2519; CONST 0.0000; lr 0.0001
+iter 0041800; MSM 0.7474; REL 0.0070; VID 0.2584; CONST 0.0000; lr 0.0001
+iter 0042000; MSM 0.1819; REL 0.0862; VID 0.2388; CONST 0.0000; lr 0.0001
+iter 0042200; MSM 0.3996; REL 0.0052; VID 0.0725; CONST 0.0000; lr 0.0001
+iter 0042400; MSM 1.1139; REL 0.0155; VID 0.9529; CONST 0.0000; lr 0.0001
+iter 0042600; MSM 1.0026; REL 0.5881; VID 0.1700; CONST 0.0000; lr 0.0001
+iter 0042800; MSM 1.1942; REL 0.1492; VID 0.3070; CONST 0.0000; lr 0.0001
+iter 0043000; MSM 1.1353; REL 0.0097; VID 0.8563; CONST 0.0000; lr 0.0001
+iter 0043200; MSM 0.3279; REL 0.0229; VID 0.1029; CONST 0.0000; lr 0.0001
+iter 0043400; MSM 3.1137; REL 0.0057; VID 1.8010; CONST 0.0000; lr 0.0001
+iter 0043600; MSM 3.5592; REL 0.0021; VID 1.4356; CONST 0.0000; lr 0.0001
+iter 0043800; MSM 0.4007; REL 0.0043; VID 0.4160; CONST 0.0000; lr 0.0001
+iter 0044000; MSM 2.2119; REL 0.3994; VID 1.4689; CONST 0.0000; lr 0.0001
+iter 0044200; MSM 0.6080; REL 0.0044; VID 0.1213; CONST 0.0000; lr 0.0001
+iter 0044400; MSM 1.3115; REL 0.0746; VID 0.1363; CONST 0.0000; lr 0.0001
+iter 0044600; MSM 0.2280; REL 0.0170; VID 1.2969; CONST 0.0000; lr 0.0001
+iter 0044800; MSM 2.2746; REL 0.0417; VID 0.0617; CONST 0.0000; lr 0.0001
+iter 0045000; MSM 0.6293; REL 0.0638; VID 1.2966; CONST 0.0000; lr 0.0001
+iter 0045200; MSM 1.0587; REL 0.0072; VID 0.5344; CONST 0.0000; lr 0.0001
+iter 0045400; MSM 0.5638; REL 0.0045; VID 0.1175; CONST 0.0000; lr 0.0001
+iter 0045600; MSM 1.9471; REL 0.0126; VID 0.0429; CONST 0.0000; lr 0.0001
+iter 0045800; MSM 2.7305; REL 0.0941; VID 0.0964; CONST 0.0000; lr 0.0001
+iter 0046000; MSM 0.6812; REL 0.0030; VID 0.2174; CONST 0.0000; lr 0.0001
+iter 0046200; MSM 4.1622; REL 0.0040; VID 1.4254; CONST 0.0000; lr 0.0001
+iter 0046400; MSM 3.1474; REL 0.0047; VID 1.4909; CONST 0.0000; lr 0.0001
+iter 0046600; MSM 0.3641; REL 0.0032; VID 0.0251; CONST 0.0000; lr 0.0001
+iter 0046800; MSM 0.2796; REL 0.0042; VID 0.1253; CONST 0.0000; lr 0.0001
+iter 0047000; MSM 0.7087; REL 0.0033; VID 0.0566; CONST 0.0000; lr 0.0001
+iter 0047200; MSM 1.0881; REL 0.0041; VID 0.1692; CONST 0.0000; lr 0.0001
+iter 0047400; MSM 0.8783; REL 0.0198; VID 0.3752; CONST 0.0000; lr 0.0001
+iter 0047600; MSM 0.3017; REL 0.0020; VID 0.6769; CONST 0.0000; lr 0.0001
+iter 0047800; MSM 0.8299; REL 0.0174; VID 0.9481; CONST 0.0000; lr 0.0001
+iter 0048000; MSM 0.5753; REL 0.0041; VID 0.5905; CONST 0.0000; lr 0.0001
+iter 0048200; MSM 0.6364; REL 0.0125; VID 0.0833; CONST 0.0000; lr 0.0001
+iter 0048400; MSM 0.3047; REL 0.0052; VID 0.5136; CONST 0.0000; lr 0.0001
+iter 0048600; MSM 0.3322; REL 0.1068; VID 0.0936; CONST 0.0000; lr 0.0001
+iter 0048800; MSM 1.0804; REL 0.0029; VID 0.9157; CONST 0.0000; lr 0.0001
+iter 0049000; MSM 1.5303; REL 0.0363; VID 1.1069; CONST 0.0000; lr 0.0001
+iter 0049200; MSM 2.9189; REL 0.0433; VID 1.4460; CONST 0.0000; lr 0.0001
+iter 0049400; MSM 0.8422; REL 0.0207; VID 0.1314; CONST 0.0000; lr 0.0001
+iter 0049600; MSM 1.2864; REL 0.5072; VID 0.1246; CONST 0.0000; lr 0.0001
+iter 0049800; MSM 0.2500; REL 0.0007; VID 1.3072; CONST 0.0000; lr 0.0001
+iter 0050000; MSM 0.5637; REL 0.0038; VID 0.1196; CONST 0.0000; lr 0.0001
+iter 0050200; MSM 0.2480; REL 0.0067; VID 0.0215; CONST 0.0000; lr 0.0001
+iter 0050400; MSM 0.6040; REL 2.1820; VID 0.1306; CONST 0.0000; lr 0.0001
+iter 0050600; MSM 0.9375; REL 0.0058; VID 0.0877; CONST 0.0000; lr 0.0001
+iter 0050800; MSM 0.4803; REL 0.2333; VID 0.2191; CONST 0.0000; lr 0.0001
+iter 0051000; MSM 0.5972; REL 0.0314; VID 0.0528; CONST 0.0000; lr 0.0001
+iter 0051200; MSM 0.4817; REL 0.0136; VID 0.5946; CONST 0.0000; lr 0.0001
+iter 0051400; MSM 0.7985; REL 0.9338; VID 0.2616; CONST 0.0000; lr 0.0001
+iter 0051600; MSM 0.7601; REL 0.0377; VID 0.1091; CONST 0.0000; lr 0.0001
+iter 0051800; MSM 0.6965; REL 0.1048; VID 0.1326; CONST 0.0000; lr 0.0001
+iter 0052000; MSM 0.3264; REL 0.0024; VID 1.4602; CONST 0.0000; lr 0.0001
+iter 0052200; MSM 1.2208; REL 0.0031; VID 0.1560; CONST 0.0000; lr 0.0001
+iter 0052400; MSM 3.0394; REL 0.0321; VID 1.4247; CONST 0.0000; lr 0.0001
+iter 0052600; MSM 0.7609; REL 0.0027; VID 3.8153; CONST 0.0000; lr 0.0001
+iter 0052800; MSM 0.6319; REL 0.0004; VID 1.8867; CONST 0.0000; lr 0.0001
+iter 0053000; MSM 0.8326; REL 0.0073; VID 0.0457; CONST 0.0000; lr 0.0001
+iter 0053200; MSM 1.5858; REL 0.0073; VID 1.7949; CONST 0.0000; lr 0.0001
+iter 0053400; MSM 0.5358; REL 0.0031; VID 0.0312; CONST 0.0000; lr 0.0001
+iter 0053600; MSM 1.2695; REL 0.0086; VID 0.9660; CONST 0.0000; lr 0.0001
+iter 0053800; MSM 0.5356; REL 0.0545; VID 0.0455; CONST 0.0000; lr 0.0001
+iter 0054000; MSM 0.9762; REL 0.0272; VID 0.0757; CONST 0.0000; lr 0.0001
+iter 0054200; MSM 3.3320; REL 0.0290; VID 1.4541; CONST 0.0000; lr 0.0001
+iter 0054400; MSM 1.7764; REL 0.0990; VID 0.2334; CONST 0.0000; lr 0.0001
+iter 0054600; MSM 1.2129; REL 0.0021; VID 0.4743; CONST 0.0000; lr 0.0001
+iter 0054800; MSM 0.3100; REL 0.0049; VID 1.7308; CONST 0.0000; lr 0.0001
+iter 0055000; MSM 0.7570; REL 0.0037; VID 0.0449; CONST 0.0000; lr 0.0001
+iter 0055200; MSM 3.2138; REL 0.0188; VID 1.4481; CONST 0.0000; lr 0.0001
+iter 0055400; MSM 0.7990; REL 0.0638; VID 0.1688; CONST 0.0000; lr 0.0001
+iter 0055600; MSM 0.6086; REL 0.0011; VID 0.1598; CONST 0.0000; lr 0.0001
+iter 0055800; MSM 0.9145; REL 0.0007; VID 0.0223; CONST 0.0000; lr 0.0001
+iter 0056000; MSM 4.0201; REL 0.0203; VID 1.4108; CONST 0.0000; lr 0.0001
+iter 0056200; MSM 0.2939; REL 0.0015; VID 0.4725; CONST 0.0000; lr 0.0001
+iter 0056400; MSM 0.3692; REL 0.0016; VID 0.0632; CONST 0.0000; lr 0.0001
+iter 0056600; MSM 0.4150; REL 0.0011; VID 0.0800; CONST 0.0000; lr 0.0001
+iter 0056800; MSM 0.8615; REL 0.0029; VID 1.5621; CONST 0.0000; lr 0.0001
+iter 0057000; MSM 0.2092; REL 0.0108; VID 0.0468; CONST 0.0000; lr 0.0001
+iter 0057200; MSM 1.9538; REL 0.0026; VID 1.9107; CONST 0.0000; lr 0.0001
+iter 0057400; MSM 0.2479; REL 0.0229; VID 0.0177; CONST 0.0000; lr 0.0001
+iter 0057600; MSM 3.6084; REL 0.0220; VID 4.1392; CONST 0.0000; lr 0.0001
+iter 0057800; MSM 2.9446; REL 0.0218; VID 1.4267; CONST 0.0000; lr 0.0001
+iter 0058000; MSM 0.5186; REL 0.0034; VID 0.0899; CONST 0.0000; lr 0.0001
+iter 0058200; MSM 0.6201; REL 0.0010; VID 0.2556; CONST 0.0000; lr 0.0001
+iter 0058400; MSM 0.7751; REL 0.0021; VID 0.0908; CONST 0.0000; lr 0.0001
+iter 0058600; MSM 0.0758; REL 0.0083; VID 0.5101; CONST 0.0000; lr 0.0001
+iter 0058800; MSM 0.8446; REL 0.0037; VID 0.1180; CONST 0.0000; lr 0.0001
+iter 0059000; MSM 3.1490; REL 0.0009; VID 1.5963; CONST 0.0000; lr 0.0001
+iter 0059200; MSM 0.2597; REL 0.0408; VID 0.0458; CONST 0.0000; lr 0.0001
+iter 0059400; MSM 0.4095; REL 0.0006; VID 0.2002; CONST 0.0000; lr 0.0001
+iter 0059600; MSM 2.6320; REL 0.0000; VID 2.7730; CONST 0.0000; lr 0.0001
+iter 0059800; MSM 4.2827; REL 0.0006; VID 1.4327; CONST 0.0000; lr 0.0001
+iter 0060000; MSM 0.5845; REL 0.0033; VID 0.4456; CONST 0.0000; lr 0.0001
+iter 0060200; MSM 0.2860; REL 0.0052; VID 0.0496; CONST 0.0000; lr 0.0001
+iter 0060400; MSM 0.1601; REL 0.9387; VID 0.0243; CONST 0.0000; lr 0.0001
+iter 0060600; MSM 0.2012; REL 0.0397; VID 0.0453; CONST 0.0000; lr 0.0001
+iter 0060800; MSM 0.1936; REL 0.0009; VID 0.7027; CONST 0.0000; lr 0.0001
+iter 0061000; MSM 0.7632; REL 0.0015; VID 0.8324; CONST 0.0000; lr 0.0001
+iter 0061200; MSM 1.1303; REL 0.1999; VID 0.0552; CONST 0.0000; lr 0.0001
+iter 0061400; MSM 3.0486; REL 0.0000; VID 2.7738; CONST 0.0000; lr 0.0001
+iter 0061600; MSM 2.5758; REL 0.0401; VID 3.4591; CONST 0.0000; lr 0.0001
+iter 0061800; MSM 0.1800; REL 0.0209; VID 0.0514; CONST 0.0000; lr 0.0001
+iter 0062000; MSM 0.6175; REL 0.0321; VID 0.6564; CONST 0.0000; lr 0.0001
+iter 0062200; MSM 2.2381; REL 0.0076; VID 1.5127; CONST 0.0000; lr 0.0001
+iter 0062400; MSM 3.2589; REL 0.0091; VID 4.2277; CONST 0.0000; lr 0.0001
+iter 0062600; MSM 0.6830; REL 0.0044; VID 0.2100; CONST 0.0000; lr 0.0001
+iter 0062800; MSM 0.7001; REL 0.0014; VID 0.1066; CONST 0.0000; lr 0.0001
+iter 0063000; MSM 4.8681; REL 0.0010; VID 1.5694; CONST 0.0000; lr 0.0001
+iter 0063200; MSM 0.5733; REL 0.0259; VID 0.1315; CONST 0.0000; lr 0.0001
+iter 0063400; MSM 0.3587; REL 0.0003; VID 0.3062; CONST 0.0000; lr 0.0001
+iter 0063600; MSM 1.4742; REL 0.0003; VID 1.4619; CONST 0.0000; lr 0.0001
+iter 0063800; MSM 1.4533; REL 0.5480; VID 0.0310; CONST 0.0000; lr 0.0001
+iter 0064000; MSM 0.3280; REL 0.0034; VID 0.1078; CONST 0.0000; lr 0.0001
+iter 0064200; MSM 0.9804; REL 0.0018; VID 0.0942; CONST 0.0000; lr 0.0001
+iter 0064400; MSM 0.3394; REL 0.0078; VID 0.0502; CONST 0.0000; lr 0.0001
+iter 0064600; MSM 1.1003; REL 0.0009; VID 0.2384; CONST 0.0000; lr 0.0001
+iter 0064800; MSM 1.0345; REL 0.0322; VID 0.3567; CONST 0.0000; lr 0.0001
+iter 0065000; MSM 0.2563; REL 0.0086; VID 0.8049; CONST 0.0000; lr 0.0001
+iter 0065200; MSM 0.9192; REL 0.0011; VID 0.0409; CONST 0.0000; lr 0.0001
+iter 0065400; MSM 2.7238; REL 0.0756; VID 4.4239; CONST 0.0000; lr 0.0001
+iter 0065600; MSM 1.1217; REL 0.0115; VID 2.8285; CONST 0.0000; lr 0.0001
+iter 0065800; MSM 0.8182; REL 0.0006; VID 0.5457; CONST 0.0000; lr 0.0001
+iter 0066000; MSM 0.8534; REL 0.0006; VID 1.4190; CONST 0.0000; lr 0.0001
+iter 0066200; MSM 0.1857; REL 0.0184; VID 1.6255; CONST 0.0000; lr 0.0001
+iter 0066400; MSM 0.1465; REL 0.0382; VID 0.0489; CONST 0.0000; lr 0.0001
+iter 0066600; MSM 0.6137; REL 0.0151; VID 0.1053; CONST 0.0000; lr 0.0001
+iter 0066800; MSM 1.3266; REL 0.0034; VID 0.0266; CONST 0.0000; lr 0.0001
+iter 0067000; MSM 2.4776; REL 0.0043; VID 0.0543; CONST 0.0000; lr 0.0001
+iter 0067200; MSM 0.9362; REL 0.0093; VID 1.3853; CONST 0.0000; lr 0.0001
+iter 0067400; MSM 0.8617; REL 0.0047; VID 0.0642; CONST 0.0000; lr 0.0001
+iter 0067600; MSM 0.3107; REL 0.0045; VID 0.0479; CONST 0.0000; lr 0.0001
+iter 0067800; MSM 0.1097; REL 0.0034; VID 0.0740; CONST 0.0000; lr 0.0001
+iter 0068000; MSM 0.4058; REL 0.0018; VID 0.0506; CONST 0.0000; lr 0.0001
+iter 0068200; MSM 0.7460; REL 0.0009; VID 0.4613; CONST 0.0000; lr 0.0001
+iter 0068400; MSM 0.5184; REL 0.0092; VID 0.0579; CONST 0.0000; lr 0.0001
+iter 0068600; MSM 2.2233; REL 0.0008; VID 1.4193; CONST 0.0000; lr 0.0001
+iter 0068800; MSM 0.1864; REL 0.0011; VID 0.9273; CONST 0.0000; lr 0.0001
+iter 0069000; MSM 0.5302; REL 0.0422; VID 0.1215; CONST 0.0000; lr 0.0001
+iter 0069200; MSM 0.5185; REL 0.0692; VID 0.8417; CONST 0.0000; lr 0.0001
+iter 0069400; MSM 3.2467; REL 0.0048; VID 2.1503; CONST 0.0000; lr 0.0001
+iter 0069600; MSM 1.2676; REL 0.0350; VID 0.7005; CONST 0.0000; lr 0.0001
+iter 0069800; MSM 1.1877; REL 0.0039; VID 0.6314; CONST 0.0000; lr 0.0001
+iter 0070000; MSM 0.2484; REL 0.0005; VID 0.0208; CONST 0.0000; lr 0.0001
+iter 0070200; MSM 0.2235; REL 0.0005; VID 0.4650; CONST 0.0000; lr 0.0001
+iter 0070400; MSM 1.8676; REL 0.0110; VID 0.0693; CONST 0.0000; lr 0.0001
+iter 0070600; MSM 1.0250; REL 0.0065; VID 2.1588; CONST 0.0000; lr 0.0001
+iter 0070800; MSM 0.9518; REL 0.0009; VID 0.0426; CONST 0.0000; lr 0.0001
+iter 0071000; MSM 1.1204; REL 0.0012; VID 0.2097; CONST 0.0000; lr 0.0001
+iter 0071200; MSM 0.2385; REL 0.0012; VID 0.1749; CONST 0.0000; lr 0.0001
+iter 0071400; MSM 0.8558; REL 0.0081; VID 0.0243; CONST 0.0000; lr 0.0001
+iter 0071600; MSM 1.1684; REL 0.0158; VID 1.2948; CONST 0.0000; lr 0.0001
+iter 0071800; MSM 0.1968; REL 0.0189; VID 0.2107; CONST 0.0000; lr 0.0001
+iter 0072000; MSM 0.3669; REL 0.0222; VID 0.0823; CONST 0.0000; lr 0.0001
+iter 0072200; MSM 1.4500; REL 0.0055; VID 0.1393; CONST 0.0000; lr 0.0001
+iter 0072400; MSM 1.2499; REL 0.0194; VID 0.1967; CONST 0.0000; lr 0.0001
+iter 0072600; MSM 1.4665; REL 0.0096; VID 0.1546; CONST 0.0000; lr 0.0001
+iter 0072800; MSM 0.2691; REL 0.0917; VID 0.0769; CONST 0.0000; lr 0.0001
+iter 0073000; MSM 1.0425; REL 0.0034; VID 2.2860; CONST 0.0000; lr 0.0001
+iter 0073200; MSM 0.9275; REL 0.0004; VID 0.5275; CONST 0.0000; lr 0.0001
+iter 0073400; MSM 0.4513; REL 0.0021; VID 0.0359; CONST 0.0000; lr 0.0001
+iter 0073600; MSM 0.8922; REL 0.0005; VID 0.0822; CONST 0.0000; lr 0.0001
+iter 0073800; MSM 1.8036; REL 0.0109; VID 2.6901; CONST 0.0000; lr 0.0001
+iter 0074000; MSM 0.1002; REL 0.0488; VID 0.0218; CONST 0.0000; lr 0.0001
+iter 0074200; MSM 0.5851; REL 0.0045; VID 0.0572; CONST 0.0000; lr 0.0001
+iter 0074400; MSM 0.7308; REL 0.0027; VID 0.0588; CONST 0.0000; lr 0.0001
+iter 0074600; MSM 2.7892; REL 0.0035; VID 2.3398; CONST 0.0000; lr 0.0001
+iter 0074800; MSM 2.4240; REL 0.0020; VID 1.4019; CONST 0.0000; lr 0.0001
+iter 0075000; MSM 0.3408; REL 0.0010; VID 0.0402; CONST 0.0000; lr 0.0001
+iter 0075200; MSM 0.1936; REL 0.0026; VID 0.0767; CONST 0.0000; lr 0.0001
+iter 0075400; MSM 1.1471; REL 0.0018; VID 0.0215; CONST 0.0000; lr 0.0001
+iter 0075600; MSM 3.0744; REL 0.0093; VID 1.4081; CONST 0.0000; lr 0.0001
+iter 0075800; MSM 0.2648; REL 4.2533; VID 0.0262; CONST 0.0000; lr 0.0001
+iter 0076000; MSM 0.2298; REL 0.0010; VID 1.4296; CONST 0.0000; lr 0.0001
+iter 0076200; MSM 0.3493; REL 0.0010; VID 0.1288; CONST 0.0000; lr 0.0001
+iter 0076400; MSM 1.2541; REL 0.0003; VID 1.6012; CONST 0.0000; lr 0.0001
+iter 0076600; MSM 1.3523; REL 0.0013; VID 1.5933; CONST 0.0000; lr 0.0001
+iter 0076800; MSM 0.9581; REL 1.3279; VID 1.0020; CONST 0.0000; lr 0.0001
+iter 0077000; MSM 0.3965; REL 0.0024; VID 0.0800; CONST 0.0000; lr 0.0001
+iter 0077200; MSM 0.4430; REL 0.0009; VID 1.8739; CONST 0.0000; lr 0.0001
+iter 0077400; MSM 0.3059; REL 0.0056; VID 0.0376; CONST 0.0000; lr 0.0001
+iter 0077600; MSM 1.2627; REL 0.0029; VID 1.4065; CONST 0.0000; lr 0.0001
+iter 0077800; MSM 1.9649; REL 0.0078; VID 2.9741; CONST 0.0000; lr 0.0001
+iter 0078000; MSM 0.5174; REL 0.0008; VID 0.0499; CONST 0.0000; lr 0.0001
+iter 0078200; MSM 0.1114; REL 0.0009; VID 0.4371; CONST 0.0000; lr 0.0001
+iter 0078400; MSM 0.8181; REL 0.0029; VID 0.0747; CONST 0.0000; lr 0.0001
+iter 0078600; MSM 1.3097; REL 0.0007; VID 3.8204; CONST 0.0000; lr 0.0001
+iter 0078800; MSM 0.1714; REL 0.1094; VID 0.1744; CONST 0.0000; lr 0.0001
+iter 0079000; MSM 0.3835; REL 0.0005; VID 0.0527; CONST 0.0000; lr 0.0001
+iter 0079200; MSM 3.3954; REL 0.0221; VID 4.4523; CONST 0.0000; lr 0.0001
+iter 0079400; MSM 0.5960; REL 0.0231; VID 1.4433; CONST 0.0000; lr 0.0001
+iter 0079600; MSM 0.1418; REL 0.0037; VID 0.1288; CONST 0.0000; lr 0.0001
+iter 0079800; MSM 1.4713; REL 0.0004; VID 2.8280; CONST 0.0000; lr 0.0001
+iter 0080000; MSM 0.2866; REL 0.0003; VID 0.0262; CONST 0.0000; lr 0.0001
+iter 0080200; MSM 0.1887; REL 0.0028; VID 0.0682; CONST 0.0000; lr 0.0001
+iter 0080400; MSM 1.1035; REL 0.0217; VID 0.1157; CONST 0.0000; lr 0.0001
+iter 0080600; MSM 0.7212; REL 0.0009; VID 0.0896; CONST 0.0000; lr 0.0001
+iter 0080800; MSM 1.5647; REL 0.0162; VID 1.6181; CONST 0.0000; lr 0.0001
+iter 0081000; MSM 0.7220; REL 0.0008; VID 0.1587; CONST 0.0000; lr 0.0001
+iter 0081200; MSM 0.2295; REL 0.0125; VID 0.3717; CONST 0.0000; lr 0.0001
+iter 0081400; MSM 0.7512; REL 0.0120; VID 0.0696; CONST 0.0000; lr 0.0001
+iter 0081600; MSM 0.6677; REL 0.0066; VID 0.0604; CONST 0.0000; lr 0.0001
+iter 0081800; MSM 1.0038; REL 0.0249; VID 1.8641; CONST 0.0000; lr 0.0001
+iter 0082000; MSM 2.6188; REL 0.0079; VID 1.4988; CONST 0.0000; lr 0.0001
+iter 0082200; MSM 0.1818; REL 0.0086; VID 2.3914; CONST 0.0000; lr 0.0001
+iter 0082400; MSM 0.1358; REL 0.0006; VID 0.1512; CONST 0.0000; lr 0.0001
+iter 0082600; MSM 0.7105; REL 0.0010; VID 0.0604; CONST 0.0000; lr 0.0001
+iter 0082800; MSM 0.1905; REL 0.2047; VID 0.4819; CONST 0.0000; lr 0.0001
+iter 0083000; MSM 1.2279; REL 0.0001; VID 1.9706; CONST 0.0000; lr 0.0001
+iter 0083200; MSM 0.5617; REL 0.0021; VID 0.0276; CONST 0.0000; lr 0.0001
+iter 0083400; MSM 1.1765; REL 0.0010; VID 1.4859; CONST 0.0000; lr 0.0001
+iter 0083600; MSM 0.2012; REL 0.0050; VID 0.2795; CONST 0.0000; lr 0.0001
+iter 0083800; MSM 0.3407; REL 0.0112; VID 0.0981; CONST 0.0000; lr 0.0001
+iter 0084000; MSM 0.4751; REL 0.0652; VID 0.0717; CONST 0.0000; lr 0.0001
+iter 0084200; MSM 0.3582; REL 0.0019; VID 1.2680; CONST 0.0000; lr 0.0001
+iter 0084400; MSM 0.4782; REL 0.0007; VID 1.1346; CONST 0.0000; lr 0.0001
+iter 0084600; MSM 0.4112; REL 0.0023; VID 0.0672; CONST 0.0000; lr 0.0001
+iter 0084800; MSM 1.2324; REL 0.0046; VID 0.1073; CONST 0.0000; lr 0.0001
+iter 0085000; MSM 0.5407; REL 0.0027; VID 0.0821; CONST 0.0000; lr 0.0001
+iter 0085200; MSM 0.3529; REL 0.0009; VID 0.1405; CONST 0.0000; lr 0.0001
+iter 0085400; MSM 0.6000; REL 0.0023; VID 0.1041; CONST 0.0000; lr 0.0001
+iter 0085600; MSM 0.2006; REL 0.0038; VID 0.0455; CONST 0.0000; lr 0.0001
+iter 0085800; MSM 0.3672; REL 0.0103; VID 0.3045; CONST 0.0000; lr 0.0001
+iter 0086000; MSM 0.2109; REL 0.0006; VID 0.0284; CONST 0.0000; lr 0.0001
+iter 0086200; MSM 0.6029; REL 0.0028; VID 0.0782; CONST 0.0000; lr 0.0001
+iter 0086400; MSM 0.3986; REL 0.0015; VID 0.0373; CONST 0.0000; lr 0.0001
+iter 0086600; MSM 0.2544; REL 0.0059; VID 0.2631; CONST 0.0000; lr 0.0001
+iter 0086800; MSM 0.6402; REL 0.0002; VID 0.1646; CONST 0.0000; lr 0.0001
+iter 0087000; MSM 0.2970; REL 0.0009; VID 0.0253; CONST 0.0000; lr 0.0001
+iter 0087200; MSM 0.7773; REL 0.0025; VID 0.0540; CONST 0.0000; lr 0.0001
+iter 0087400; MSM 2.9424; REL 0.0010; VID 1.3981; CONST 0.0000; lr 0.0001
+iter 0087600; MSM 0.1971; REL 0.0061; VID 0.1857; CONST 0.0000; lr 0.0001
+iter 0087800; MSM 2.3171; REL 0.0056; VID 1.4359; CONST 0.0000; lr 0.0001
+iter 0088000; MSM 0.4763; REL 0.0214; VID 0.1204; CONST 0.0000; lr 0.0001
+iter 0088200; MSM 0.2605; REL 0.0221; VID 0.0194; CONST 0.0000; lr 0.0001
+iter 0088400; MSM 0.5677; REL 0.0095; VID 0.8117; CONST 0.0000; lr 0.0001
+iter 0088600; MSM 0.1949; REL 0.0065; VID 0.0195; CONST 0.0000; lr 0.0001
+iter 0088800; MSM 0.2189; REL 0.0009; VID 0.3239; CONST 0.0000; lr 0.0001
+iter 0089000; MSM 0.6536; REL 0.0002; VID 4.4342; CONST 0.0000; lr 0.0001
+iter 0089200; MSM 0.2347; REL 0.0002; VID 0.6522; CONST 0.0000; lr 0.0001
+iter 0089400; MSM 0.6694; REL 0.0068; VID 0.2773; CONST 0.0000; lr 0.0001
+iter 0089600; MSM 1.2009; REL 0.0007; VID 1.6558; CONST 0.0000; lr 0.0001
+iter 0089800; MSM 0.3045; REL 2.2831; VID 0.0712; CONST 0.0000; lr 0.0001
+iter 0090000; MSM 0.9756; REL 0.0007; VID 0.0433; CONST 0.0000; lr 0.0001
+iter 0090200; MSM 0.3406; REL 0.0026; VID 0.1372; CONST 0.0000; lr 0.0001
+iter 0090400; MSM 0.6760; REL 0.0082; VID 0.0329; CONST 0.0000; lr 0.0001
+iter 0090600; MSM 0.2678; REL 0.0004; VID 1.4956; CONST 0.0000; lr 0.0001
+iter 0090800; MSM 0.2551; REL 0.0013; VID 0.0352; CONST 0.0000; lr 0.0001
+iter 0091000; MSM 0.2156; REL 0.0141; VID 0.1061; CONST 0.0000; lr 0.0001
+iter 0091200; MSM 1.3269; REL 0.0041; VID 0.4085; CONST 0.0000; lr 0.0001
+iter 0091400; MSM 1.1604; REL 0.0023; VID 0.2397; CONST 0.0000; lr 0.0001
+iter 0091600; MSM 0.1485; REL 0.0006; VID 0.0774; CONST 0.0000; lr 0.0001
+iter 0091800; MSM 0.1413; REL 0.0112; VID 0.0764; CONST 0.0000; lr 0.0001
+iter 0092000; MSM 0.4449; REL 0.0042; VID 0.4442; CONST 0.0000; lr 0.0001
+iter 0092200; MSM 0.1821; REL 0.0064; VID 0.0793; CONST 0.0000; lr 0.0001
+iter 0092400; MSM 0.4716; REL 0.4174; VID 1.4188; CONST 0.0000; lr 0.0001
+iter 0092600; MSM 0.1816; REL 0.0028; VID 0.1066; CONST 0.0000; lr 0.0001
+iter 0092800; MSM 0.6619; REL 0.0308; VID 0.1060; CONST 0.0000; lr 0.0001
+iter 0093000; MSM 0.2461; REL 0.0123; VID 0.0845; CONST 0.0000; lr 0.0001
+iter 0093200; MSM 0.3221; REL 0.0011; VID 0.0424; CONST 0.0000; lr 0.0001
+iter 0093400; MSM 0.4484; REL 0.0003; VID 0.0827; CONST 0.0000; lr 0.0001
+iter 0093600; MSM 0.7341; REL 0.0045; VID 0.0173; CONST 0.0000; lr 0.0001
+iter 0093800; MSM 0.6448; REL 0.0005; VID 0.1773; CONST 0.0000; lr 0.0001
+iter 0094000; MSM 0.3151; REL 0.0012; VID 1.5269; CONST 0.0000; lr 0.0001
+iter 0094200; MSM 0.1596; REL 0.0032; VID 0.0544; CONST 0.0000; lr 0.0001
+iter 0094400; MSM 2.1693; REL 0.6315; VID 2.9887; CONST 0.0000; lr 0.0001
+iter 0094600; MSM 1.5160; REL 0.0002; VID 1.4014; CONST 0.0000; lr 0.0001
+iter 0094800; MSM 0.1035; REL 0.0023; VID 0.0231; CONST 0.0000; lr 0.0001
+iter 0095000; MSM 0.2176; REL 0.0003; VID 0.0583; CONST 0.0000; lr 0.0001
+iter 0095200; MSM 0.7210; REL 0.0079; VID 1.4118; CONST 0.0000; lr 0.0001
+iter 0095400; MSM 0.3331; REL 0.0002; VID 0.1120; CONST 0.0000; lr 0.0001
+iter 0095600; MSM 0.7934; REL 0.0025; VID 0.8587; CONST 0.0000; lr 0.0001
+iter 0095800; MSM 0.5625; REL 0.0013; VID 0.6704; CONST 0.0000; lr 0.0001
+iter 0096000; MSM 0.5194; REL 0.0048; VID 0.0776; CONST 0.0000; lr 0.0001
+iter 0096200; MSM 0.4058; REL 0.0133; VID 0.1355; CONST 0.0000; lr 0.0001
+iter 0096400; MSM 0.1039; REL 0.0473; VID 0.4940; CONST 0.0000; lr 0.0001
+iter 0096600; MSM 0.7523; REL 0.0021; VID 0.0608; CONST 0.0000; lr 0.0001
+iter 0096800; MSM 0.8396; REL 0.0011; VID 1.4266; CONST 0.0000; lr 0.0001
+iter 0097000; MSM 0.4829; REL 0.0461; VID 1.4019; CONST 0.0000; lr 0.0001
+iter 0097200; MSM 0.1095; REL 0.0002; VID 0.1351; CONST 0.0000; lr 0.0001
+iter 0097400; MSM 0.2865; REL 0.0020; VID 1.2515; CONST 0.0000; lr 0.0001
+iter 0097600; MSM 0.1692; REL 0.0106; VID 0.0160; CONST 0.0000; lr 0.0001
+iter 0097800; MSM 0.2484; REL 0.0017; VID 0.4545; CONST 0.0000; lr 0.0001
+iter 0098000; MSM 0.2767; REL 0.0007; VID 0.0365; CONST 0.0000; lr 0.0001
+iter 0098200; MSM 0.6309; REL 0.0005; VID 0.0294; CONST 0.0000; lr 0.0001
+iter 0098400; MSM 1.1525; REL 0.0048; VID 1.6146; CONST 0.0000; lr 0.0001
+iter 0098600; MSM 0.2328; REL 0.0005; VID 0.2496; CONST 0.0000; lr 0.0001
+iter 0098800; MSM 0.2750; REL 0.0009; VID 0.5306; CONST 0.0000; lr 0.0001
+iter 0099000; MSM 0.5166; REL 0.0007; VID 0.0255; CONST 0.0000; lr 0.0001
+iter 0099200; MSM 0.1867; REL 0.0060; VID 0.0090; CONST 0.0000; lr 0.0001
+iter 0099400; MSM 0.3893; REL 0.0032; VID 0.0142; CONST 0.0000; lr 0.0001
+iter 0099600; MSM 0.6159; REL 0.0219; VID 0.0857; CONST 0.0000; lr 0.0001
+iter 0099800; MSM 0.3626; REL 0.0002; VID 0.0465; CONST 0.0000; lr 0.0001
+iter 0100000; MSM 0.5252; REL 0.0039; VID 0.0451; CONST 0.0000; lr 0.0001
+iter 0100200; MSM 0.8289; REL 0.0008; VID 1.4128; CONST 0.0000; lr 0.0001
+iter 0100400; MSM 1.6364; REL 0.0004; VID 1.6087; CONST 0.0000; lr 0.0001
+iter 0100600; MSM 0.5085; REL 0.0002; VID 2.2335; CONST 0.0000; lr 0.0001
+iter 0100800; MSM 0.3280; REL 0.0015; VID 2.3250; CONST 0.0000; lr 0.0001
+iter 0101000; MSM 0.7650; REL 0.0025; VID 0.0287; CONST 0.0000; lr 0.0001
+iter 0101200; MSM 0.3055; REL 0.0009; VID 0.1038; CONST 0.0000; lr 0.0001
+iter 0101400; MSM 0.1433; REL 0.0009; VID 0.1825; CONST 0.0000; lr 0.0001
+iter 0101600; MSM 0.8249; REL 0.0002; VID 1.4153; CONST 0.0000; lr 0.0001
+iter 0101800; MSM 0.1565; REL 0.0005; VID 1.6927; CONST 0.0000; lr 0.0001
+iter 0102000; MSM 0.4843; REL 0.0007; VID 0.1466; CONST 0.0000; lr 0.0001
+iter 0102200; MSM 0.2898; REL 0.0016; VID 0.0143; CONST 0.0000; lr 0.0001
+iter 0102400; MSM 0.0797; REL 0.0020; VID 0.1313; CONST 0.0000; lr 0.0001
+iter 0102600; MSM 0.1383; REL 1.8748; VID 0.0318; CONST 0.0000; lr 0.0001
+iter 0102800; MSM 0.3215; REL 0.0002; VID 0.0314; CONST 0.0000; lr 0.0001
+iter 0103000; MSM 0.1544; REL 0.0040; VID 0.9443; CONST 0.0000; lr 0.0001
+iter 0103200; MSM 0.3483; REL 0.0001; VID 1.7968; CONST 0.0000; lr 0.0001
+iter 0103400; MSM 0.3699; REL 0.0698; VID 0.9189; CONST 0.0000; lr 0.0001
+iter 0103600; MSM 0.2981; REL 0.0009; VID 0.7978; CONST 0.0000; lr 0.0001
+iter 0103800; MSM 0.2224; REL 0.0253; VID 0.0223; CONST 0.0000; lr 0.0001
+iter 0104000; MSM 0.4005; REL 0.0812; VID 0.0788; CONST 0.0000; lr 0.0001
+iter 0104200; MSM 0.3557; REL 0.0004; VID 0.0365; CONST 0.0000; lr 0.0001
+iter 0104400; MSM 0.1990; REL 0.0006; VID 0.2653; CONST 0.0000; lr 0.0001
+iter 0104600; MSM 0.1854; REL 0.0010; VID 0.0447; CONST 0.0000; lr 0.0001
+iter 0104800; MSM 0.4183; REL 0.0037; VID 1.6111; CONST 0.0000; lr 0.0001
+iter 0105000; MSM 0.8429; REL 0.0020; VID 0.0804; CONST 0.0000; lr 0.0001
+iter 0105200; MSM 0.5334; REL 0.0002; VID 1.5160; CONST 0.0000; lr 0.0001
+iter 0105400; MSM 0.1897; REL 0.0027; VID 0.0188; CONST 0.0000; lr 0.0001
+iter 0105600; MSM 0.7422; REL 0.0004; VID 1.4353; CONST 0.0000; lr 0.0001
+iter 0105800; MSM 0.5505; REL 0.5402; VID 0.0581; CONST 0.0000; lr 0.0001
+iter 0106000; MSM 0.3627; REL 0.0009; VID 0.1828; CONST 0.0000; lr 0.0001
+iter 0106200; MSM 0.4435; REL 0.0006; VID 0.1113; CONST 0.0000; lr 0.0001
+iter 0106400; MSM 0.1337; REL 0.0268; VID 0.0375; CONST 0.0000; lr 0.0001
+iter 0106600; MSM 0.4404; REL 1.5842; VID 0.1675; CONST 0.0000; lr 0.0001
+iter 0106800; MSM 0.7192; REL 0.0025; VID 0.0195; CONST 0.0000; lr 0.0001
+iter 0107000; MSM 1.9689; REL 0.0047; VID 1.4562; CONST 0.0000; lr 0.0001
+iter 0107200; MSM 0.6822; REL 0.0185; VID 0.1913; CONST 0.0000; lr 0.0001
+iter 0107400; MSM 0.1116; REL 0.0325; VID 0.5042; CONST 0.0000; lr 0.0001
+iter 0107600; MSM 0.1766; REL 0.0029; VID 0.0798; CONST 0.0000; lr 0.0001
+iter 0107800; MSM 0.3375; REL 0.0004; VID 0.1230; CONST 0.0000; lr 0.0001
+iter 0108000; MSM 0.2284; REL 0.0002; VID 0.2669; CONST 0.0000; lr 0.0001
+iter 0108200; MSM 1.2391; REL 0.0022; VID 3.0717; CONST 0.0000; lr 0.0001
+iter 0108400; MSM 0.6278; REL 0.0118; VID 0.1443; CONST 0.0000; lr 0.0001
+iter 0108600; MSM 0.2097; REL 0.0003; VID 0.0479; CONST 0.0000; lr 0.0001
+iter 0108800; MSM 0.0678; REL 0.0005; VID 0.0451; CONST 0.0000; lr 0.0001
+iter 0109000; MSM 0.4086; REL 0.0024; VID 2.0178; CONST 0.0000; lr 0.0001
+iter 0109200; MSM 0.1317; REL 0.0009; VID 0.0097; CONST 0.0000; lr 0.0001
+iter 0109400; MSM 0.3049; REL 0.0003; VID 0.0183; CONST 0.0000; lr 0.0001
+iter 0109600; MSM 0.3950; REL 0.0100; VID 0.8786; CONST 0.0000; lr 0.0001
+iter 0109800; MSM 0.5901; REL 0.0052; VID 0.4200; CONST 0.0000; lr 0.0001
+iter 0110000; MSM 0.2929; REL 0.0006; VID 0.1235; CONST 0.0000; lr 0.0001
+iter 0110200; MSM 2.5339; REL 0.0006; VID 1.4590; CONST 0.0000; lr 0.0001
+iter 0110400; MSM 0.3681; REL 0.0001; VID 2.7546; CONST 0.0000; lr 0.0001
+iter 0110600; MSM 0.3560; REL 2.5046; VID 0.0486; CONST 0.0000; lr 0.0001
+iter 0110800; MSM 0.2634; REL 0.0070; VID 0.0293; CONST 0.0000; lr 0.0001
+iter 0111000; MSM 0.1880; REL 0.7715; VID 0.4819; CONST 0.0000; lr 0.0001
+iter 0111200; MSM 0.1540; REL 0.0009; VID 0.1201; CONST 0.0000; lr 0.0001
+iter 0111400; MSM 0.1120; REL 0.0008; VID 0.0592; CONST 0.0000; lr 0.0001
+iter 0111600; MSM 0.5443; REL 0.0090; VID 0.1969; CONST 0.0000; lr 0.0001
+iter 0111800; MSM 0.2366; REL 0.0102; VID 0.9517; CONST 0.0000; lr 0.0001
+iter 0112000; MSM 0.2135; REL 0.0028; VID 0.0869; CONST 0.0000; lr 0.0001
+iter 0112200; MSM 0.1515; REL 0.0005; VID 0.0416; CONST 0.0000; lr 0.0001
+iter 0112400; MSM 0.1356; REL 0.0223; VID 0.0807; CONST 0.0000; lr 0.0001
+iter 0112600; MSM 0.2924; REL 0.0104; VID 0.0807; CONST 0.0000; lr 0.0001
+iter 0112800; MSM 0.6370; REL 0.0000; VID 2.7741; CONST 0.0000; lr 0.0001
+iter 0113000; MSM 0.1513; REL 0.0021; VID 0.0428; CONST 0.0000; lr 0.0001
+iter 0113200; MSM 0.2672; REL 0.0167; VID 0.1462; CONST 0.0000; lr 0.0001
+iter 0113400; MSM 1.1063; REL 0.0019; VID 1.4050; CONST 0.0000; lr 0.0001
+iter 0113600; MSM 0.2355; REL 0.0019; VID 0.0667; CONST 0.0000; lr 0.0001
+iter 0113800; MSM 0.1106; REL 0.0009; VID 1.1510; CONST 0.0000; lr 0.0001
+iter 0114000; MSM 0.1289; REL 0.0017; VID 0.9698; CONST 0.0000; lr 0.0001
+iter 0114200; MSM 0.3196; REL 0.0007; VID 0.0493; CONST 0.0000; lr 0.0001
+iter 0114400; MSM 0.1184; REL 0.0005; VID 0.0328; CONST 0.0000; lr 0.0001
+iter 0114600; MSM 0.4051; REL 0.0007; VID 1.4025; CONST 0.0000; lr 0.0001
+iter 0114800; MSM 0.1364; REL 0.0030; VID 0.0953; CONST 0.0000; lr 0.0001
+iter 0115000; MSM 0.7911; REL 0.0145; VID 4.2266; CONST 0.0000; lr 0.0001
+iter 0115200; MSM 0.2531; REL 0.0010; VID 2.4037; CONST 0.0000; lr 0.0001
+iter 0115400; MSM 0.0967; REL 2.0773; VID 0.1880; CONST 0.0000; lr 0.0001
+iter 0115600; MSM 0.1594; REL 0.0022; VID 0.0256; CONST 0.0000; lr 0.0001
+iter 0115800; MSM 0.2082; REL 0.0010; VID 0.3927; CONST 0.0000; lr 0.0001
+iter 0116000; MSM 1.6885; REL 0.0002; VID 1.3928; CONST 0.0000; lr 0.0001
+iter 0116200; MSM 0.2085; REL 0.0361; VID 1.4122; CONST 0.0000; lr 0.0001
+iter 0116400; MSM 0.1207; REL 0.0006; VID 0.0122; CONST 0.0000; lr 0.0001
+iter 0116600; MSM 0.1856; REL 0.0021; VID 0.0562; CONST 0.0000; lr 0.0001
+iter 0116800; MSM 0.3827; REL 0.0014; VID 0.3917; CONST 0.0000; lr 0.0001
+iter 0117000; MSM 0.1544; REL 0.0049; VID 0.0692; CONST 0.0000; lr 0.0001
+iter 0117200; MSM 0.1580; REL 0.0005; VID 0.0157; CONST 0.0000; lr 0.0001
+iter 0117400; MSM 0.2684; REL 0.0017; VID 1.5700; CONST 0.0000; lr 0.0001
+iter 0117600; MSM 0.2410; REL 0.0020; VID 0.0463; CONST 0.0000; lr 0.0001
+iter 0117800; MSM 0.2389; REL 0.0009; VID 0.2113; CONST 0.0000; lr 0.0001
+iter 0118000; MSM 0.0860; REL 0.0198; VID 0.0219; CONST 0.0000; lr 0.0001
+iter 0118200; MSM 0.1808; REL 0.0013; VID 0.1092; CONST 0.0000; lr 0.0001
+iter 0118400; MSM 1.1013; REL 0.0641; VID 1.4703; CONST 0.0000; lr 0.0001
+iter 0118600; MSM 0.2158; REL 0.0004; VID 0.2185; CONST 0.0000; lr 0.0001
+iter 0118800; MSM 0.1502; REL 0.0004; VID 0.0286; CONST 0.0000; lr 0.0001
+iter 0119000; MSM 0.9580; REL 0.0000; VID 1.5157; CONST 0.0000; lr 0.0001
+iter 0119200; MSM 0.0558; REL 0.0012; VID 0.0656; CONST 0.0000; lr 0.0001
+iter 0119400; MSM 0.1203; REL 0.0010; VID 0.1755; CONST 0.0000; lr 0.0001
+iter 0119600; MSM 0.1394; REL 0.0004; VID 0.0352; CONST 0.0000; lr 0.0001
+iter 0119800; MSM 0.7473; REL 0.0002; VID 2.5190; CONST 0.0000; lr 0.0001
+iter 0120000; MSM 0.1436; REL 0.0044; VID 1.3960; CONST 0.0000; lr 0.0001
+iter 0120200; MSM 0.2049; REL 0.0007; VID 1.4630; CONST 0.0000; lr 0.0001
+iter 0120400; MSM 0.4779; REL 0.0027; VID 0.1242; CONST 0.0000; lr 0.0001
+iter 0120600; MSM 0.1379; REL 0.0021; VID 0.0346; CONST 0.0000; lr 0.0001
+iter 0120800; MSM 0.2918; REL 0.0041; VID 0.0221; CONST 0.0000; lr 0.0001
+iter 0121000; MSM 0.1170; REL 0.0014; VID 0.0557; CONST 0.0000; lr 0.0001
+iter 0121200; MSM 0.1995; REL 0.0024; VID 0.9327; CONST 0.0000; lr 0.0001
+iter 0121400; MSM 0.3466; REL 0.0012; VID 0.0388; CONST 0.0000; lr 0.0001
+iter 0121600; MSM 0.8893; REL 0.0002; VID 1.3992; CONST 0.0000; lr 0.0001
+iter 0121800; MSM 0.1791; REL 0.0006; VID 0.0513; CONST 0.0000; lr 0.0001
+iter 0122000; MSM 0.3666; REL 0.6558; VID 0.0470; CONST 0.0000; lr 0.0001
+iter 0122200; MSM 0.6232; REL 0.0008; VID 0.0279; CONST 0.0000; lr 0.0001
+iter 0122400; MSM 0.5588; REL 0.0218; VID 1.9948; CONST 0.0000; lr 0.0001
+iter 0122600; MSM 0.0904; REL 0.0130; VID 0.0468; CONST 0.0000; lr 0.0001
+iter 0122800; MSM 0.5989; REL 0.0008; VID 0.3415; CONST 0.0000; lr 0.0001
+iter 0123000; MSM 1.0366; REL 0.0005; VID 1.4105; CONST 0.0000; lr 0.0001
+iter 0123200; MSM 0.1589; REL 0.0002; VID 0.1811; CONST 0.0000; lr 0.0001
+iter 0123400; MSM 0.1614; REL 0.0002; VID 1.4148; CONST 0.0000; lr 0.0001
+iter 0123600; MSM 1.9569; REL 0.0001; VID 1.4912; CONST 0.0000; lr 0.0001
+iter 0123800; MSM 0.2134; REL 0.0008; VID 0.0263; CONST 0.0000; lr 0.0001
+iter 0124000; MSM 0.3888; REL 0.0002; VID 0.1190; CONST 0.0000; lr 0.0001
+iter 0124200; MSM 0.2319; REL 0.0009; VID 0.0216; CONST 0.0000; lr 0.0001
+iter 0124400; MSM 0.4534; REL 0.0008; VID 4.6679; CONST 0.0000; lr 0.0001
+iter 0124600; MSM 0.6595; REL 0.0072; VID 1.4028; CONST 0.0000; lr 0.0001
+iter 0124800; MSM 0.0894; REL 0.0018; VID 0.0881; CONST 0.0000; lr 0.0001
+iter 0125000; MSM 0.2524; REL 0.0005; VID 0.0905; CONST 0.0000; lr 0.0001
+iter 0125200; MSM 0.1242; REL 0.0003; VID 0.6971; CONST 0.0000; lr 0.0001
+iter 0125400; MSM 0.0830; REL 0.0042; VID 0.0371; CONST 0.0000; lr 0.0001
+iter 0125600; MSM 0.3078; REL 0.0040; VID 1.4976; CONST 0.0000; lr 0.0001
+iter 0125800; MSM 0.2658; REL 0.0010; VID 0.0661; CONST 0.0000; lr 0.0001
+iter 0126000; MSM 0.0657; REL 0.0214; VID 0.0198; CONST 0.0000; lr 0.0001
+iter 0126200; MSM 1.1321; REL 0.0240; VID 1.4266; CONST 0.0000; lr 0.0001
+iter 0126400; MSM 0.2017; REL 0.0004; VID 0.0262; CONST 0.0000; lr 0.0001
+iter 0126600; MSM 1.3647; REL 0.0000; VID 2.7726; CONST 0.0000; lr 0.0001
+iter 0126800; MSM 0.6998; REL 0.0010; VID 0.6546; CONST 0.0000; lr 0.0001
+iter 0127000; MSM 0.4591; REL 0.0013; VID 0.5059; CONST 0.0000; lr 0.0001
+iter 0127200; MSM 0.0594; REL 0.0075; VID 0.0175; CONST 0.0000; lr 0.0001
+iter 0127400; MSM 0.2535; REL 0.0013; VID 1.4132; CONST 0.0000; lr 0.0001
+iter 0127600; MSM 0.3927; REL 0.0041; VID 3.4772; CONST 0.0000; lr 0.0001
+iter 0127800; MSM 0.1464; REL 0.0002; VID 0.0337; CONST 0.0000; lr 0.0001
+iter 0128000; MSM 0.3102; REL 0.0009; VID 0.0948; CONST 0.0000; lr 0.0001
+iter 0128200; MSM 3.1249; REL 0.0000; VID 2.7743; CONST 0.0000; lr 0.0001
+iter 0128400; MSM 0.1029; REL 0.0053; VID 0.0335; CONST 0.0000; lr 0.0001
+iter 0128600; MSM 0.1202; REL 0.0009; VID 0.0100; CONST 0.0000; lr 0.0001
+iter 0128800; MSM 0.1202; REL 0.0035; VID 0.6584; CONST 0.0000; lr 0.0001
+iter 0129000; MSM 0.8678; REL 0.0004; VID 1.4067; CONST 0.0000; lr 0.0001
+iter 0129200; MSM 0.1771; REL 0.0035; VID 1.4034; CONST 0.0000; lr 0.0001
+iter 0129400; MSM 0.6382; REL 0.0003; VID 1.4414; CONST 0.0000; lr 0.0001
+iter 0129600; MSM 0.4205; REL 0.1645; VID 0.0292; CONST 0.0000; lr 0.0001
+iter 0129800; MSM 0.2423; REL 0.0019; VID 0.0652; CONST 0.0000; lr 0.0001
+iter 0130000; MSM 0.7875; REL 0.0007; VID 0.1079; CONST 0.0000; lr 0.0001
+iter 0130200; MSM 0.0902; REL 0.0002; VID 0.0132; CONST 0.0000; lr 0.0001
+iter 0130400; MSM 0.1746; REL 0.0005; VID 1.3119; CONST 0.0000; lr 0.0001
+iter 0130600; MSM 0.3728; REL 0.0002; VID 0.0163; CONST 0.0000; lr 0.0001
+iter 0130800; MSM 0.1495; REL 0.0005; VID 0.0224; CONST 0.0000; lr 0.0001
+iter 0131000; MSM 0.4686; REL 0.0006; VID 0.0527; CONST 0.0000; lr 0.0001
+iter 0131200; MSM 0.0910; REL 0.0013; VID 0.0791; CONST 0.0000; lr 0.0001
+iter 0131400; MSM 0.2520; REL 0.0004; VID 0.0136; CONST 0.0000; lr 0.0001
+iter 0131600; MSM 0.1315; REL 0.0017; VID 0.5797; CONST 0.0000; lr 0.0001
+iter 0131800; MSM 0.2410; REL 0.0050; VID 0.0128; CONST 0.0000; lr 0.0001
+iter 0132000; MSM 0.1696; REL 1.0950; VID 0.0484; CONST 0.0000; lr 0.0001
+iter 0132200; MSM 0.7148; REL 0.0003; VID 0.1182; CONST 0.0000; lr 0.0001
+iter 0132400; MSM 0.3076; REL 0.0025; VID 1.3941; CONST 0.0000; lr 0.0001
+iter 0132600; MSM 0.3596; REL 0.0029; VID 1.4095; CONST 0.0000; lr 0.0001
+iter 0132800; MSM 0.3036; REL 0.0009; VID 0.0860; CONST 0.0000; lr 0.0001
+iter 0133000; MSM 0.1867; REL 0.0052; VID 0.0206; CONST 0.0000; lr 0.0001
+iter 0133200; MSM 0.1981; REL 0.0081; VID 0.0205; CONST 0.0000; lr 0.0001
+iter 0133400; MSM 0.0481; REL 0.0001; VID 1.6180; CONST 0.0000; lr 0.0001
+iter 0133600; MSM 0.1455; REL 0.0019; VID 0.0219; CONST 0.0000; lr 0.0001
+iter 0133800; MSM 0.2683; REL 0.0011; VID 0.0225; CONST 0.0000; lr 0.0001
+iter 0134000; MSM 0.1016; REL 0.0004; VID 0.0504; CONST 0.0000; lr 0.0001
+iter 0134200; MSM 0.2718; REL 0.0012; VID 0.0206; CONST 0.0000; lr 0.0001
+iter 0134400; MSM 0.0939; REL 0.0043; VID 0.0108; CONST 0.0000; lr 0.0001
+iter 0134600; MSM 2.1491; REL 0.0002; VID 1.4052; CONST 0.0000; lr 0.0001
+iter 0134800; MSM 0.0906; REL 0.0030; VID 0.0222; CONST 0.0000; lr 0.0001
+iter 0135000; MSM 0.2005; REL 0.0014; VID 1.7098; CONST 0.0000; lr 0.0001
+iter 0135200; MSM 0.1264; REL 1.0829; VID 0.5285; CONST 0.0000; lr 0.0001
+iter 0135400; MSM 0.2363; REL 0.0007; VID 0.0376; CONST 0.0000; lr 0.0001
+iter 0135600; MSM 0.2264; REL 0.0006; VID 0.0774; CONST 0.0000; lr 0.0001
+iter 0135800; MSM 0.1480; REL 0.9529; VID 0.0604; CONST 0.0000; lr 0.0001
+iter 0136000; MSM 0.3450; REL 0.0016; VID 1.7201; CONST 0.0000; lr 0.0001
+iter 0136200; MSM 0.2092; REL 0.0041; VID 1.9879; CONST 0.0000; lr 0.0001
+iter 0136400; MSM 0.0607; REL 0.0045; VID 0.0385; CONST 0.0000; lr 0.0001
+iter 0136600; MSM 0.3853; REL 0.0005; VID 0.0966; CONST 0.0000; lr 0.0001
+iter 0136800; MSM 0.0904; REL 0.0017; VID 2.2438; CONST 0.0000; lr 0.0001
+iter 0137000; MSM 0.6205; REL 1.5891; VID 0.1981; CONST 0.0000; lr 0.0001
+iter 0137200; MSM 0.2628; REL 0.0021; VID 0.0113; CONST 0.0000; lr 0.0001
+iter 0137400; MSM 0.2627; REL 0.4100; VID 0.3280; CONST 0.0000; lr 0.0001
+iter 0137600; MSM 0.4472; REL 0.0037; VID 1.0113; CONST 0.0000; lr 0.0001
+iter 0137800; MSM 0.1343; REL 0.0001; VID 1.4180; CONST 0.0000; lr 0.0001
+iter 0138000; MSM 0.2046; REL 0.0002; VID 0.0277; CONST 0.0000; lr 0.0001
+iter 0138200; MSM 0.4098; REL 0.0001; VID 0.0327; CONST 0.0000; lr 0.0001
+iter 0138400; MSM 0.3613; REL 0.0002; VID 0.2597; CONST 0.0000; lr 0.0001
+iter 0138600; MSM 0.1166; REL 0.0037; VID 0.0160; CONST 0.0000; lr 0.0001
+iter 0138800; MSM 0.3635; REL 0.0029; VID 0.0571; CONST 0.0000; lr 0.0001
+iter 0139000; MSM 0.0701; REL 0.0005; VID 0.9961; CONST 0.0000; lr 0.0001
+iter 0139200; MSM 0.0612; REL 0.0010; VID 0.2565; CONST 0.0000; lr 0.0001
+iter 0139400; MSM 0.5861; REL 0.0017; VID 0.1246; CONST 0.0000; lr 0.0001
+iter 0139600; MSM 0.2779; REL 0.0010; VID 0.0344; CONST 0.0000; lr 0.0001
+iter 0139800; MSM 0.8797; REL 0.0001; VID 1.4238; CONST 0.0000; lr 0.0001
+iter 0140000; MSM 0.2026; REL 0.0018; VID 0.0268; CONST 0.0000; lr 0.0001
+iter 0140200; MSM 0.2296; REL 0.0001; VID 0.1058; CONST 0.0000; lr 0.0001
+iter 0140400; MSM 0.0722; REL 3.8389; VID 0.0240; CONST 0.0000; lr 0.0001
+iter 0140600; MSM 0.5211; REL 0.0001; VID 1.5570; CONST 0.0000; lr 0.0001
+iter 0140800; MSM 0.1102; REL 0.0047; VID 0.0235; CONST 0.0000; lr 0.0001
+iter 0141000; MSM 0.0966; REL 0.0033; VID 0.0624; CONST 0.0000; lr 0.0001
+iter 0141200; MSM 0.6946; REL 0.0001; VID 1.5578; CONST 0.0000; lr 0.0001
+iter 0141400; MSM 0.1345; REL 0.0101; VID 0.0391; CONST 0.0000; lr 0.0001
+iter 0141600; MSM 0.1870; REL 0.0004; VID 1.7240; CONST 0.0000; lr 0.0001
+iter 0141800; MSM 1.2314; REL 0.0003; VID 1.4218; CONST 0.0000; lr 0.0001
+iter 0142000; MSM 0.1999; REL 0.0093; VID 0.0249; CONST 0.0000; lr 0.0001
+iter 0142200; MSM 0.5061; REL 0.0001; VID 1.4220; CONST 0.0000; lr 0.0001
+iter 0142400; MSM 0.1169; REL 0.5094; VID 1.6144; CONST 0.0000; lr 0.0001
+iter 0142600; MSM 0.1914; REL 0.0162; VID 0.0428; CONST 0.0000; lr 0.0001
+iter 0142800; MSM 0.3770; REL 0.0015; VID 0.1750; CONST 0.0000; lr 0.0001
+iter 0143000; MSM 0.1275; REL 0.0025; VID 0.0316; CONST 0.0000; lr 0.0001
+iter 0143200; MSM 0.1135; REL 0.0001; VID 0.2312; CONST 0.0000; lr 0.0001
+iter 0143400; MSM 0.0733; REL 0.0002; VID 0.0147; CONST 0.0000; lr 0.0001
+iter 0143600; MSM 0.0825; REL 0.0084; VID 0.0295; CONST 0.0000; lr 0.0001
+iter 0143800; MSM 0.1380; REL 0.0008; VID 0.1267; CONST 0.0000; lr 0.0001
+iter 0144000; MSM 0.2080; REL 0.0045; VID 0.2837; CONST 0.0000; lr 0.0001
+iter 0144200; MSM 0.1129; REL 0.0021; VID 1.4133; CONST 0.0000; lr 0.0001
+iter 0144400; MSM 1.2201; REL 0.0002; VID 1.4123; CONST 0.0000; lr 0.0001
+iter 0144600; MSM 0.3370; REL 0.0034; VID 0.0373; CONST 0.0000; lr 0.0001
+iter 0144800; MSM 0.1175; REL 0.0004; VID 0.0211; CONST 0.0000; lr 0.0001
+iter 0145000; MSM 0.1257; REL 0.0004; VID 0.1234; CONST 0.0000; lr 0.0001
+iter 0145200; MSM 0.1005; REL 0.0007; VID 0.0812; CONST 0.0000; lr 0.0001
+iter 0145400; MSM 0.5748; REL 0.0018; VID 0.9842; CONST 0.0000; lr 0.0001
+iter 0145600; MSM 0.3460; REL 0.0137; VID 1.5048; CONST 0.0000; lr 0.0001
+iter 0145800; MSM 0.2728; REL 0.0014; VID 0.1459; CONST 0.0000; lr 0.0001
+iter 0146000; MSM 0.0600; REL 0.0099; VID 0.0822; CONST 0.0000; lr 0.0001
+iter 0146200; MSM 0.4556; REL 0.0003; VID 0.0261; CONST 0.0000; lr 0.0001
+iter 0146400; MSM 0.1995; REL 0.0030; VID 0.1357; CONST 0.0000; lr 0.0001
+iter 0146600; MSM 0.0605; REL 0.0031; VID 1.5154; CONST 0.0000; lr 0.0001
+iter 0146800; MSM 0.1673; REL 0.0002; VID 1.4246; CONST 0.0000; lr 0.0001
+iter 0147000; MSM 0.1621; REL 0.0009; VID 0.0229; CONST 0.0000; lr 0.0001
+iter 0147200; MSM 0.3553; REL 0.0009; VID 0.0815; CONST 0.0000; lr 0.0001
+iter 0147400; MSM 0.8518; REL 0.0098; VID 1.5298; CONST 0.0000; lr 0.0001
+iter 0147600; MSM 0.1183; REL 0.0009; VID 0.0505; CONST 0.0000; lr 0.0001
+iter 0147800; MSM 0.2794; REL 0.0015; VID 0.3608; CONST 0.0000; lr 0.0001
+iter 0148000; MSM 0.1575; REL 0.0198; VID 0.1291; CONST 0.0000; lr 0.0001
+iter 0148200; MSM 0.5277; REL 0.0015; VID 0.1222; CONST 0.0000; lr 0.0001
+iter 0148400; MSM 0.1303; REL 0.0003; VID 0.0113; CONST 0.0000; lr 0.0001
+iter 0148600; MSM 0.1321; REL 0.0015; VID 1.0037; CONST 0.0000; lr 0.0001
+iter 0148800; MSM 0.1795; REL 0.0007; VID 1.4252; CONST 0.0000; lr 0.0001
+iter 0149000; MSM 0.2956; REL 0.0044; VID 0.2481; CONST 0.0000; lr 0.0001
+iter 0149200; MSM 0.1952; REL 0.0002; VID 0.0356; CONST 0.0000; lr 0.0001
+iter 0149400; MSM 0.3772; REL 0.0250; VID 1.4432; CONST 0.0000; lr 0.0001
+iter 0149600; MSM 0.0912; REL 0.0002; VID 0.0157; CONST 0.0000; lr 0.0001
+iter 0149800; MSM 0.1282; REL 0.0002; VID 0.1412; CONST 0.0000; lr 0.0001
+iter 0150000; MSM 0.2286; REL 0.0002; VID 0.6510; CONST 0.0000; lr 0.0001
+iter 0150200; MSM 0.2240; REL 0.0019; VID 0.9348; CONST 0.0000; lr 0.0001
+iter 0150400; MSM 0.1970; REL 0.0013; VID 0.0777; CONST 0.0000; lr 0.0001
+iter 0150600; MSM 0.3570; REL 0.0004; VID 0.1063; CONST 0.0000; lr 0.0001
+iter 0150800; MSM 0.1002; REL 0.0673; VID 0.0228; CONST 0.0000; lr 0.0001
+iter 0151000; MSM 0.3860; REL 0.0002; VID 1.4121; CONST 0.0000; lr 0.0001
+iter 0151200; MSM 0.1035; REL 0.0004; VID 1.5292; CONST 0.0000; lr 0.0001
+iter 0151400; MSM 2.3599; REL 0.0038; VID 1.4072; CONST 0.0000; lr 0.0001
+iter 0151600; MSM 0.2187; REL 0.0159; VID 1.4021; CONST 0.0000; lr 0.0001
+iter 0151800; MSM 0.4058; REL 0.1741; VID 0.0586; CONST 0.0000; lr 0.0001
+iter 0152000; MSM 0.3226; REL 0.0005; VID 2.5115; CONST 0.0000; lr 0.0001
+iter 0152200; MSM 0.0979; REL 0.0003; VID 0.0223; CONST 0.0000; lr 0.0001
+iter 0152400; MSM 2.9805; REL 0.0001; VID 1.7507; CONST 0.0000; lr 0.0001
+iter 0152600; MSM 0.1497; REL 0.0009; VID 0.0763; CONST 0.0000; lr 0.0001
+iter 0152800; MSM 0.5943; REL 0.0025; VID 1.4341; CONST 0.0000; lr 0.0001
+iter 0153000; MSM 0.2579; REL 0.0001; VID 0.0358; CONST 0.0000; lr 0.0001
+iter 0153200; MSM 0.0954; REL 0.0003; VID 0.0680; CONST 0.0000; lr 0.0001
+iter 0153400; MSM 0.2859; REL 0.0005; VID 4.5974; CONST 0.0000; lr 0.0001
+iter 0153600; MSM 1.0892; REL 0.0000; VID 2.7746; CONST 0.0000; lr 0.0001
+iter 0153800; MSM 0.4033; REL 0.0002; VID 0.2777; CONST 0.0000; lr 0.0001
+iter 0154000; MSM 0.0317; REL 0.0056; VID 0.0271; CONST 0.0000; lr 0.0001
+iter 0154200; MSM 0.3700; REL 0.0001; VID 0.0233; CONST 0.0000; lr 0.0001
+iter 0154400; MSM 0.1204; REL 0.0004; VID 0.0148; CONST 0.0000; lr 0.0001
+iter 0154600; MSM 0.0981; REL 0.0001; VID 0.7187; CONST 0.0000; lr 0.0001
+iter 0154800; MSM 0.1072; REL 0.0848; VID 0.1709; CONST 0.0000; lr 0.0001
+iter 0155000; MSM 0.0696; REL 0.0002; VID 2.3448; CONST 0.0000; lr 0.0001
+iter 0155200; MSM 0.3583; REL 0.0007; VID 0.0265; CONST 0.0000; lr 0.0001
+iter 0155400; MSM 0.0970; REL 0.0003; VID 1.3944; CONST 0.0000; lr 0.0001
+iter 0155600; MSM 0.2834; REL 0.0006; VID 0.3042; CONST 0.0000; lr 0.0001
+iter 0155800; MSM 0.0614; REL 0.0023; VID 0.9392; CONST 0.0000; lr 0.0001
+iter 0156000; MSM 0.3161; REL 0.0003; VID 0.2463; CONST 0.0000; lr 0.0001
+iter 0156200; MSM 0.3229; REL 0.0003; VID 4.0550; CONST 0.0000; lr 0.0001
+iter 0156400; MSM 1.0642; REL 0.0014; VID 1.4918; CONST 0.0000; lr 0.0001
+iter 0156600; MSM 0.1189; REL 0.0001; VID 0.0140; CONST 0.0000; lr 0.0001
+iter 0156800; MSM 0.2013; REL 0.0004; VID 0.3274; CONST 0.0000; lr 0.0001
+iter 0157000; MSM 0.0789; REL 0.0002; VID 0.0095; CONST 0.0000; lr 0.0001
+iter 0157200; MSM 0.2845; REL 0.0014; VID 0.0312; CONST 0.0000; lr 0.0001
+iter 0157400; MSM 0.2724; REL 0.0001; VID 0.1756; CONST 0.0000; lr 0.0001
+iter 0157600; MSM 0.1470; REL 0.0004; VID 0.0141; CONST 0.0000; lr 0.0001
+iter 0157800; MSM 0.0365; REL 0.0007; VID 0.0197; CONST 0.0000; lr 0.0001
+iter 0158000; MSM 0.1996; REL 0.0067; VID 0.0150; CONST 0.0000; lr 0.0001
+iter 0158200; MSM 0.8482; REL 0.0001; VID 1.4256; CONST 0.0000; lr 0.0001
+iter 0158400; MSM 0.0903; REL 0.0426; VID 1.4503; CONST 0.0000; lr 0.0001
+iter 0158600; MSM 0.2975; REL 0.0016; VID 0.0313; CONST 0.0000; lr 0.0001
+iter 0158800; MSM 0.2678; REL 0.0039; VID 0.2593; CONST 0.0000; lr 0.0001
+iter 0159000; MSM 0.0565; REL 0.0040; VID 0.1813; CONST 0.0000; lr 0.0001
+iter 0159200; MSM 0.1106; REL 0.0010; VID 0.0156; CONST 0.0000; lr 0.0001
+iter 0159400; MSM 0.0994; REL 0.0037; VID 0.0263; CONST 0.0000; lr 0.0001
+iter 0159600; MSM 0.1597; REL 0.0002; VID 1.4011; CONST 0.0000; lr 0.0001
+iter 0159800; MSM 0.0675; REL 0.0007; VID 0.1531; CONST 0.0000; lr 0.0001
+iter 0160000; MSM 0.1169; REL 0.0001; VID 0.1121; CONST 0.0000; lr 0.0001
+iter 0160200; MSM 0.0513; REL 0.0018; VID 0.1157; CONST 0.0000; lr 0.0001
+iter 0160400; MSM 1.0129; REL 0.0004; VID 1.6151; CONST 0.0000; lr 0.0001
+iter 0160600; MSM 0.1916; REL 0.0007; VID 0.0168; CONST 0.0000; lr 0.0001
+iter 0160800; MSM 0.1900; REL 0.0045; VID 0.0428; CONST 0.0000; lr 0.0001
+iter 0161000; MSM 0.2241; REL 0.0009; VID 0.0839; CONST 0.0000; lr 0.0001
+iter 0161200; MSM 0.1629; REL 0.0008; VID 1.7267; CONST 0.0000; lr 0.0001
+iter 0161400; MSM 0.2542; REL 0.0008; VID 0.0275; CONST 0.0000; lr 0.0001
+iter 0161600; MSM 0.1756; REL 0.0008; VID 0.0232; CONST 0.0000; lr 0.0001
+iter 0161800; MSM 0.1017; REL 0.0186; VID 0.0337; CONST 0.0000; lr 0.0001
+iter 0162000; MSM 0.0706; REL 0.0002; VID 1.4102; CONST 0.0000; lr 0.0001
+iter 0162200; MSM 0.2761; REL 0.0001; VID 1.4084; CONST 0.0000; lr 0.0001
+iter 0162400; MSM 0.3554; REL 0.0006; VID 1.3998; CONST 0.0000; lr 0.0001
+iter 0162600; MSM 0.3456; REL 0.0001; VID 0.0515; CONST 0.0000; lr 0.0001
+iter 0162800; MSM 0.2641; REL 0.0003; VID 0.1711; CONST 0.0000; lr 0.0001
+iter 0163000; MSM 0.1131; REL 0.0003; VID 0.6316; CONST 0.0000; lr 0.0001
+iter 0163200; MSM 1.1497; REL 0.0007; VID 1.4058; CONST 0.0000; lr 0.0001
+iter 0163400; MSM 1.0712; REL 0.0006; VID 1.4029; CONST 0.0000; lr 0.0001
+iter 0163600; MSM 0.2173; REL 0.0078; VID 0.0140; CONST 0.0000; lr 0.0001
+iter 0163800; MSM 0.0804; REL 0.0035; VID 0.0228; CONST 0.0000; lr 0.0001
+iter 0164000; MSM 0.3975; REL 1.3315; VID 1.4201; CONST 0.0000; lr 0.0001
+iter 0164200; MSM 0.1101; REL 0.0018; VID 0.0120; CONST 0.0000; lr 0.0001
+iter 0164400; MSM 0.3137; REL 0.0004; VID 0.0501; CONST 0.0000; lr 0.0001
+iter 0164600; MSM 0.1123; REL 0.0019; VID 0.1828; CONST 0.0000; lr 0.0001
+iter 0164800; MSM 0.0843; REL 0.0171; VID 0.0124; CONST 0.0000; lr 0.0001
+iter 0165000; MSM 0.1095; REL 0.0013; VID 0.0673; CONST 0.0000; lr 0.0001
+iter 0165200; MSM 0.9957; REL 0.0004; VID 1.4754; CONST 0.0000; lr 0.0001
+iter 0165400; MSM 0.5220; REL 0.0004; VID 1.3989; CONST 0.0000; lr 0.0001
+iter 0165600; MSM 0.1833; REL 0.0013; VID 0.0445; CONST 0.0000; lr 0.0001
+iter 0165800; MSM 0.0674; REL 0.0006; VID 0.0207; CONST 0.0000; lr 0.0001
+iter 0166000; MSM 0.1606; REL 0.9838; VID 0.2804; CONST 0.0000; lr 0.0001
+iter 0166200; MSM 0.2786; REL 0.0005; VID 0.0492; CONST 0.0000; lr 0.0001
+iter 0166400; MSM 0.2359; REL 0.0005; VID 0.0288; CONST 0.0000; lr 0.0001
+iter 0166600; MSM 0.1642; REL 0.0002; VID 0.0269; CONST 0.0000; lr 0.0001
+iter 0166800; MSM 0.0572; REL 0.0002; VID 0.0172; CONST 0.0000; lr 0.0001
+iter 0167000; MSM 0.0923; REL 0.0003; VID 0.0436; CONST 0.0000; lr 0.0001
+iter 0167200; MSM 0.1298; REL 0.0001; VID 0.0174; CONST 0.0000; lr 0.0001
+iter 0167400; MSM 0.1994; REL 0.0009; VID 0.0528; CONST 0.0000; lr 0.0001
+iter 0167600; MSM 0.0785; REL 0.0010; VID 0.0404; CONST 0.0000; lr 0.0001
+iter 0167800; MSM 0.0734; REL 0.0693; VID 0.0179; CONST 0.0000; lr 0.0001
+iter 0168000; MSM 0.0977; REL 0.0192; VID 0.0243; CONST 0.0000; lr 0.0001
+iter 0168200; MSM 0.0730; REL 0.0019; VID 0.0146; CONST 0.0000; lr 0.0001
+iter 0168400; MSM 0.0774; REL 0.0013; VID 0.0404; CONST 0.0000; lr 0.0001
+iter 0168600; MSM 0.0752; REL 0.0004; VID 0.0161; CONST 0.0000; lr 0.0001
+iter 0168800; MSM 0.1151; REL 0.0124; VID 0.0149; CONST 0.0000; lr 0.0001
+iter 0169000; MSM 0.2209; REL 0.0019; VID 0.0556; CONST 0.0000; lr 0.0001
+iter 0169200; MSM 0.1901; REL 0.0024; VID 0.0153; CONST 0.0000; lr 0.0001
+iter 0169400; MSM 0.0931; REL 0.0065; VID 0.0529; CONST 0.0000; lr 0.0001
+iter 0169600; MSM 1.8455; REL 0.0001; VID 1.7156; CONST 0.0000; lr 0.0001
+iter 0169800; MSM 0.5949; REL 0.0006; VID 1.4493; CONST 0.0000; lr 0.0001
+iter 0170000; MSM 0.1972; REL 0.0030; VID 0.0407; CONST 0.0000; lr 0.0001
+iter 0170200; MSM 0.1855; REL 0.0033; VID 0.0178; CONST 0.0000; lr 0.0001
+iter 0170400; MSM 0.2434; REL 0.0001; VID 0.1186; CONST 0.0000; lr 0.0001
+iter 0170600; MSM 0.1587; REL 0.3859; VID 0.0081; CONST 0.0000; lr 0.0001
+iter 0170800; MSM 0.0875; REL 0.0004; VID 0.0201; CONST 0.0000; lr 0.0001
+iter 0171000; MSM 0.1186; REL 0.0140; VID 0.0148; CONST 0.0000; lr 0.0001
+iter 0171200; MSM 0.1078; REL 0.0059; VID 0.0330; CONST 0.0000; lr 0.0001
+iter 0171400; MSM 0.0790; REL 0.0001; VID 0.0293; CONST 0.0000; lr 0.0001
+iter 0171600; MSM 0.1086; REL 0.0858; VID 0.0327; CONST 0.0000; lr 0.0001
+iter 0171800; MSM 0.2371; REL 0.0009; VID 1.3980; CONST 0.0000; lr 0.0001
+iter 0172000; MSM 0.0725; REL 0.0001; VID 0.0350; CONST 0.0000; lr 0.0001
+iter 0172200; MSM 0.2688; REL 0.0046; VID 0.0179; CONST 0.0000; lr 0.0001
+iter 0172400; MSM 0.2394; REL 0.0003; VID 0.0820; CONST 0.0000; lr 0.0001
+iter 0172600; MSM 0.1071; REL 0.0010; VID 1.5515; CONST 0.0000; lr 0.0001
+iter 0172800; MSM 0.0310; REL 0.0060; VID 0.0185; CONST 0.0000; lr 0.0001
+iter 0173000; MSM 0.1821; REL 0.0090; VID 0.0294; CONST 0.0000; lr 0.0001
+iter 0173200; MSM 0.0824; REL 0.0012; VID 0.0148; CONST 0.0000; lr 0.0001
+iter 0173400; MSM 0.1454; REL 0.0369; VID 1.5818; CONST 0.0000; lr 0.0001
+iter 0173600; MSM 0.0769; REL 0.0002; VID 0.5851; CONST 0.0000; lr 0.0001
+iter 0173800; MSM 0.2693; REL 0.0100; VID 0.0152; CONST 0.0000; lr 0.0001
+iter 0174000; MSM 0.2385; REL 0.0067; VID 0.0629; CONST 0.0000; lr 0.0001
+iter 0174200; MSM 0.0313; REL 0.0004; VID 0.0325; CONST 0.0000; lr 0.0001
+iter 0174400; MSM 0.0656; REL 0.0002; VID 0.0118; CONST 0.0000; lr 0.0001
+iter 0174600; MSM 0.7526; REL 0.0001; VID 1.4174; CONST 0.0000; lr 0.0001
+iter 0174800; MSM 0.1299; REL 0.0019; VID 0.0213; CONST 0.0000; lr 0.0001
+iter 0175000; MSM 0.3457; REL 0.0006; VID 0.3842; CONST 0.0000; lr 0.0001
+iter 0175200; MSM 0.0711; REL 0.0009; VID 0.1016; CONST 0.0000; lr 0.0001
+iter 0175400; MSM 0.0785; REL 0.0003; VID 1.3993; CONST 0.0000; lr 0.0001
+iter 0175600; MSM 0.3709; REL 0.0176; VID 0.0583; CONST 0.0000; lr 0.0001
+iter 0175800; MSM 0.1566; REL 0.0001; VID 0.0442; CONST 0.0000; lr 0.0001
+iter 0176000; MSM 0.0392; REL 0.0149; VID 0.0230; CONST 0.0000; lr 0.0001
+iter 0176200; MSM 0.9124; REL 0.0013; VID 1.3945; CONST 0.0000; lr 0.0001
+iter 0176400; MSM 0.1397; REL 0.0007; VID 1.2883; CONST 0.0000; lr 0.0001
+iter 0176600; MSM 0.2577; REL 0.0002; VID 0.0943; CONST 0.0000; lr 0.0001
+iter 0176800; MSM 0.1635; REL 0.0002; VID 0.0141; CONST 0.0000; lr 0.0001
+iter 0177000; MSM 0.0747; REL 0.0031; VID 0.0272; CONST 0.0000; lr 0.0001
+iter 0177200; MSM 0.3000; REL 0.0002; VID 0.0543; CONST 0.0000; lr 0.0001
+iter 0177400; MSM 0.3326; REL 0.0006; VID 0.4755; CONST 0.0000; lr 0.0001
+iter 0177600; MSM 0.1042; REL 0.0014; VID 0.6228; CONST 0.0000; lr 0.0001
+iter 0177800; MSM 0.1243; REL 0.0016; VID 0.0123; CONST 0.0000; lr 0.0001
+iter 0178000; MSM 0.3227; REL 0.0003; VID 1.4254; CONST 0.0000; lr 0.0001
+iter 0178200; MSM 0.0669; REL 0.0009; VID 0.0250; CONST 0.0000; lr 0.0001
+iter 0178400; MSM 0.1068; REL 0.0028; VID 0.0724; CONST 0.0000; lr 0.0001
+iter 0178600; MSM 0.0810; REL 0.0004; VID 0.0270; CONST 0.0000; lr 0.0001
+iter 0178800; MSM 0.7737; REL 0.0006; VID 1.4081; CONST 0.0000; lr 0.0001
+iter 0179000; MSM 0.1120; REL 0.0008; VID 0.0229; CONST 0.0000; lr 0.0001
+iter 0179200; MSM 0.2377; REL 0.0055; VID 4.4119; CONST 0.0000; lr 0.0001
+iter 0179400; MSM 0.0832; REL 0.0015; VID 0.4355; CONST 0.0000; lr 0.0001
+iter 0179600; MSM 0.0434; REL 0.0006; VID 0.0159; CONST 0.0000; lr 0.0001
+iter 0179800; MSM 0.1214; REL 0.0002; VID 0.0347; CONST 0.0000; lr 0.0001
+iter 0180000; MSM 2.3504; REL 0.0014; VID 1.4016; CONST 0.0000; lr 0.0001
+iter 0180200; MSM 0.0716; REL 0.0004; VID 0.0405; CONST 0.0000; lr 0.0001
+iter 0180400; MSM 0.0462; REL 0.0006; VID 0.0947; CONST 0.0000; lr 0.0001
+iter 0180600; MSM 0.2568; REL 0.0004; VID 0.8497; CONST 0.0000; lr 0.0001
+iter 0180800; MSM 0.1275; REL 0.0047; VID 0.0922; CONST 0.0000; lr 0.0001
+iter 0181000; MSM 0.2402; REL 0.0001; VID 0.6483; CONST 0.0000; lr 0.0001
+iter 0181200; MSM 0.1866; REL 0.0003; VID 1.3953; CONST 0.0000; lr 0.0001
+iter 0181400; MSM 0.1995; REL 0.0002; VID 0.0189; CONST 0.0000; lr 0.0001
+iter 0181600; MSM 0.0550; REL 0.0021; VID 0.0466; CONST 0.0000; lr 0.0001
+iter 0181800; MSM 0.0626; REL 0.0004; VID 0.0106; CONST 0.0000; lr 0.0001
+iter 0182000; MSM 0.1060; REL 0.0001; VID 0.0143; CONST 0.0000; lr 0.0001
+iter 0182200; MSM 0.1743; REL 0.0086; VID 0.0791; CONST 0.0000; lr 0.0001
+iter 0182400; MSM 0.2435; REL 0.0001; VID 0.0126; CONST 0.0000; lr 0.0001
+iter 0182600; MSM 0.3003; REL 0.0006; VID 0.0557; CONST 0.0000; lr 0.0001
+iter 0182800; MSM 0.0852; REL 0.0086; VID 0.0148; CONST 0.0000; lr 0.0001
+iter 0183000; MSM 0.0660; REL 0.0012; VID 0.7406; CONST 0.0000; lr 0.0001
+iter 0183200; MSM 0.1336; REL 0.0037; VID 0.0108; CONST 0.0000; lr 0.0001
+iter 0183400; MSM 0.6593; REL 0.0040; VID 1.5031; CONST 0.0000; lr 0.0001
+iter 0183600; MSM 0.3222; REL 0.0001; VID 0.0433; CONST 0.0000; lr 0.0001
+iter 0183800; MSM 0.1033; REL 0.0002; VID 0.0083; CONST 0.0000; lr 0.0001
+iter 0184000; MSM 0.1045; REL 0.0024; VID 0.5997; CONST 0.0000; lr 0.0001
+iter 0184200; MSM 0.0657; REL 0.0003; VID 0.4712; CONST 0.0000; lr 0.0001
+iter 0184400; MSM 0.0887; REL 0.0041; VID 0.0134; CONST 0.0000; lr 0.0001
+iter 0184600; MSM 0.3257; REL 0.3287; VID 0.0579; CONST 0.0000; lr 0.0001
+iter 0184800; MSM 0.4509; REL 0.0020; VID 1.4063; CONST 0.0000; lr 0.0001
+iter 0185000; MSM 0.1151; REL 0.0004; VID 0.0304; CONST 0.0000; lr 0.0001
+iter 0185200; MSM 0.1329; REL 0.0001; VID 0.0658; CONST 0.0000; lr 0.0001
+iter 0185400; MSM 0.1462; REL 0.1371; VID 1.5193; CONST 0.0000; lr 0.0001
+iter 0185600; MSM 0.1842; REL 0.0012; VID 0.0618; CONST 0.0000; lr 0.0001
+iter 0185800; MSM 0.2192; REL 0.0000; VID 0.0827; CONST 0.0000; lr 0.0001
+iter 0186000; MSM 0.1362; REL 0.0213; VID 1.5529; CONST 0.0000; lr 0.0001
+iter 0186200; MSM 0.0421; REL 0.0011; VID 0.0265; CONST 0.0000; lr 0.0001
+iter 0186400; MSM 0.1655; REL 0.0008; VID 0.0753; CONST 0.0000; lr 0.0001
+iter 0186600; MSM 0.1371; REL 0.0013; VID 0.0235; CONST 0.0000; lr 0.0001
+iter 0186800; MSM 0.1979; REL 0.0012; VID 0.3358; CONST 0.0000; lr 0.0001
+iter 0187000; MSM 0.4574; REL 0.0060; VID 0.1875; CONST 0.0000; lr 0.0001
+iter 0187200; MSM 0.1484; REL 0.0008; VID 0.1464; CONST 0.0000; lr 0.0001
+iter 0187400; MSM 0.0766; REL 0.0013; VID 0.0169; CONST 0.0000; lr 0.0001
+iter 0187600; MSM 0.2523; REL 0.0034; VID 0.0492; CONST 0.0000; lr 0.0001
+iter 0187800; MSM 0.3451; REL 0.0022; VID 0.0084; CONST 0.0000; lr 0.0001
+iter 0188000; MSM 0.2783; REL 0.0016; VID 0.0555; CONST 0.0000; lr 0.0001
+iter 0188200; MSM 0.1757; REL 0.0084; VID 0.9969; CONST 0.0000; lr 0.0001
+iter 0188400; MSM 0.0927; REL 0.0019; VID 0.0135; CONST 0.0000; lr 0.0001
+iter 0188600; MSM 0.0989; REL 0.0010; VID 0.0190; CONST 0.0000; lr 0.0001
+iter 0188800; MSM 0.1740; REL 0.0002; VID 0.0514; CONST 0.0000; lr 0.0001
+iter 0189000; MSM 0.0197; REL 0.0007; VID 0.1304; CONST 0.0000; lr 0.0001
+iter 0189200; MSM 0.2963; REL 0.0175; VID 0.0607; CONST 0.0000; lr 0.0001
+iter 0189400; MSM 0.0825; REL 0.0021; VID 0.0292; CONST 0.0000; lr 0.0001
+iter 0189600; MSM 0.2563; REL 0.0003; VID 0.0715; CONST 0.0000; lr 0.0001
+iter 0189800; MSM 0.0588; REL 0.0022; VID 0.0093; CONST 0.0000; lr 0.0001
+iter 0190000; MSM 0.1249; REL 0.0001; VID 2.8673; CONST 0.0000; lr 0.0001
+iter 0190200; MSM 0.2178; REL 0.0003; VID 0.2448; CONST 0.0000; lr 0.0001
+iter 0190400; MSM 0.2337; REL 0.0008; VID 0.0908; CONST 0.0000; lr 0.0001
+iter 0190600; MSM 0.1796; REL 0.0008; VID 0.0102; CONST 0.0000; lr 0.0001
+iter 0190800; MSM 0.6202; REL 0.0010; VID 1.4272; CONST 0.0000; lr 0.0001
+iter 0191000; MSM 0.2275; REL 0.0006; VID 0.9744; CONST 0.0000; lr 0.0001
+iter 0191200; MSM 0.3494; REL 0.0015; VID 0.2056; CONST 0.0000; lr 0.0001
+iter 0191400; MSM 0.1017; REL 0.0006; VID 0.0107; CONST 0.0000; lr 0.0001
+iter 0191600; MSM 0.0530; REL 0.0007; VID 0.0369; CONST 0.0000; lr 0.0001
+iter 0191800; MSM 0.0544; REL 0.0004; VID 0.0354; CONST 0.0000; lr 0.0001
+iter 0192000; MSM 0.1193; REL 0.0003; VID 0.0203; CONST 0.0000; lr 0.0001
+iter 0192200; MSM 0.3203; REL 0.0051; VID 1.4063; CONST 0.0000; lr 0.0001
+iter 0192400; MSM 0.1026; REL 0.0011; VID 0.0502; CONST 0.0000; lr 0.0001
+iter 0192600; MSM 0.2173; REL 0.0007; VID 0.0222; CONST 0.0000; lr 0.0001
+iter 0192800; MSM 0.4757; REL 0.0006; VID 1.6830; CONST 0.0000; lr 0.0001
+iter 0193000; MSM 1.3526; REL 0.0005; VID 1.5358; CONST 0.0000; lr 0.0001
+iter 0193200; MSM 0.2012; REL 0.0006; VID 0.0227; CONST 0.0000; lr 0.0001
+iter 0193400; MSM 0.2176; REL 0.0020; VID 0.2023; CONST 0.0000; lr 0.0001
+iter 0193600; MSM 0.2736; REL 0.0000; VID 1.4282; CONST 0.0000; lr 0.0001
+iter 0193800; MSM 0.1470; REL 0.0004; VID 0.0127; CONST 0.0000; lr 0.0001
+iter 0194000; MSM 0.1912; REL 0.0003; VID 0.0399; CONST 0.0000; lr 0.0001
+iter 0194200; MSM 0.1725; REL 0.0033; VID 0.0207; CONST 0.0000; lr 0.0001
+iter 0194400; MSM 0.1841; REL 0.0056; VID 0.2376; CONST 0.0000; lr 0.0001
+iter 0194600; MSM 0.3094; REL 0.0039; VID 0.0251; CONST 0.0000; lr 0.0001
+iter 0194800; MSM 0.0644; REL 0.0001; VID 0.3432; CONST 0.0000; lr 0.0001
+iter 0195000; MSM 0.3070; REL 0.1539; VID 0.5370; CONST 0.0000; lr 0.0001
+iter 0195200; MSM 0.6262; REL 0.0009; VID 1.3947; CONST 0.0000; lr 0.0001
+iter 0195400; MSM 0.1782; REL 0.0005; VID 0.0154; CONST 0.0000; lr 0.0001
+iter 0195600; MSM 0.1595; REL 0.0003; VID 1.4072; CONST 0.0000; lr 0.0001
+iter 0195800; MSM 0.1333; REL 0.0004; VID 0.0184; CONST 0.0000; lr 0.0001
+iter 0196000; MSM 0.2923; REL 0.0009; VID 0.0226; CONST 0.0000; lr 0.0001
+iter 0196200; MSM 0.1786; REL 0.0017; VID 0.0271; CONST 0.0000; lr 0.0001
+iter 0196400; MSM 0.0584; REL 0.0001; VID 0.0245; CONST 0.0000; lr 0.0001
+iter 0196600; MSM 0.1504; REL 0.9601; VID 0.1579; CONST 0.0000; lr 0.0001
+iter 0196800; MSM 0.0744; REL 0.0001; VID 1.4009; CONST 0.0000; lr 0.0001
+iter 0197000; MSM 0.0923; REL 0.0002; VID 0.0322; CONST 0.0000; lr 0.0001
+iter 0197200; MSM 0.1415; REL 0.0003; VID 0.0347; CONST 0.0000; lr 0.0001
+iter 0197400; MSM 0.2894; REL 0.0002; VID 0.6399; CONST 0.0000; lr 0.0001
+iter 0197600; MSM 0.4463; REL 0.0006; VID 1.4062; CONST 0.0000; lr 0.0001
+iter 0197800; MSM 0.1612; REL 0.0002; VID 0.0066; CONST 0.0000; lr 0.0001
+iter 0198000; MSM 0.0558; REL 0.0010; VID 0.0266; CONST 0.0000; lr 0.0001
+iter 0198200; MSM 0.3163; REL 0.0157; VID 0.7607; CONST 0.0000; lr 0.0001
+iter 0198400; MSM 0.0913; REL 0.0001; VID 0.0543; CONST 0.0000; lr 0.0001
+iter 0198600; MSM 0.2191; REL 0.0017; VID 0.2083; CONST 0.0000; lr 0.0001
+iter 0198800; MSM 0.2166; REL 0.0005; VID 0.1789; CONST 0.0000; lr 0.0001
+iter 0199000; MSM 2.3043; REL 0.0105; VID 1.6573; CONST 0.0000; lr 0.0001
+iter 0199200; MSM 0.3051; REL 0.0001; VID 0.0261; CONST 0.0000; lr 0.0001
+iter 0199400; MSM 0.1480; REL 0.0002; VID 0.0722; CONST 0.0000; lr 0.0001
+iter 0199600; MSM 0.0976; REL 0.0005; VID 0.0367; CONST 0.0000; lr 0.0001
+iter 0199800; MSM 0.1798; REL 0.0006; VID 1.4296; CONST 0.0000; lr 0.0001