From 6187b340c5d519b3745b426c85942d88d7dcca5a Mon Sep 17 00:00:00 2001
From: BLADIER Tatiana <tatiana.bladier@lis-lab.fr>
Date: Fri, 16 May 2025 10:01:35 +0200
Subject: [PATCH] add readfile option

---
 ...in_loss-4.3-val_loss-4.9-checkpoint.pt_500 | 506 ++++++++++++++++++
 .../tania-some-other-metrics-checkpoint.ipynb | 171 +++++-
 tania_scripts/tania-some-other-metrics.ipynb  | 171 +++++-
 3 files changed, 836 insertions(+), 12 deletions(-)
 create mode 100644 tania_scripts/.ipynb_checkpoints/sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9-checkpoint.pt_500

diff --git a/tania_scripts/.ipynb_checkpoints/sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9-checkpoint.pt_500 b/tania_scripts/.ipynb_checkpoints/sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9-checkpoint.pt_500
new file mode 100644
index 0000000..0cc46f2
--- /dev/null
+++ b/tania_scripts/.ipynb_checkpoints/sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9-checkpoint.pt_500
@@ -0,0 +1,506 @@
+<s> ||| END OF PROMPT: ||| 
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+esprit	nc	NP@@<nul>	2
+,	ponct	<nul>@@<nul>	1
+et	cc	COORD@@<nul>	1
+l'	det	NP-SUJ@@<nul>	2
+avait	v	<nul>@@<nul>	3
+vu	vpp	VPpart@@<nul>	3
+le	det	NP@@<nul>	4
+roi	nc	<nul>@@<nul>	5
+,	ponct	<nul>@@<nul>	3
+il	cls-suj	VN@@<nul>	3
+était	v	<nul>@@<nul>	4
+comme	p	PP-MOD@@<nul>	4
+ami	nc	<nul>@@<nul>	4
+de	p	PP-DE_OBJ@@VPinf	4
+son	det	NP@@<nul>	5
+beau-frère	nc	<nul>@@<nul>	6
+.	ponct	<nul>@@<nul>	0
+</s>	</s>	</s>	0
+<s>	<s>	<s>	0
+Athos	npp	<nul>@@<nul>	0
+était	v	<nul>@@<nul>	0
+debout	adj	<nul>@@<nul>	0
+,	ponct	<nul>@@<nul>	0
+comme	cs	Ssub-MOD@@<nul>	0
+le	det	VN@@<nul>	1
+regardait	v	<nul>@@<nul>	2
+de	p	PP-DE_OBJ@@Sint	2
+le	det	NP@@<nul>	3
+côté	nc	<nul>@@<nul>	4
+de	p	PP@@<nul>	4
+lui	pro	NP@@<nul>	5
+.	ponct	<nul>@@<nul>	0
+</s>	</s>	</s>	0
+<s>	<s>	<s>	0
+Aramis	npp	<nul>@@<nul>	0
+était	v	<nul>@@<nul>	0
+à	p	<nul>@@<nul>	0
+son	det	NP@@<nul>	0
+poste	nc	<nul>@@<nul>	1
+,	ponct	<nul>@@<nul>	0
+il	cls-suj	VN@@<nul>	0
+était	v	<nul>@@<nul>	1
+tombé	vpp	<nul>@@<nul>	1
+de	p	PP-DE_OBJ@@Sint-MOD	1
+ses	det	NP@@<nul>	2
+bras	nc	<nul>@@<nul>	3
+.	ponct	<nul>@@<nul>	0
+</s>	</s>	</s>	0
+<s>	<s>	<s>	0
+Athos	npp	<nul>@@<nul>	0
+l'	det	NP-MOD@@<nul>	0
+attendait	nc	<nul>@@<nul>	1
+avec	p	PP-MOD@@<nul>	1
+une	det	NP@@<nul>	2
+inquiétude	nc	<nul>@@<nul>	3
+singulière	adj	AP@@<nul>	3
+;	ponct	<nul>@@<nul>	0
+il	cls-suj	VN@@<nul>	0
+était	v	<nul>@@<nul>	1
+debout	adj	AP-ATS@@<nul>	1
+plutôt	adv	<nul>@@Sint-MOD	1
+silencieusement	adv	<nul>@@<nul>	1
+que	cs	Ssub-OBJ@@<nul>	1
+le	det	NP-SUJ@@<nul>	2
+poignard	nc	<nul>@@<nul>	3
+sur	p	PP@@<nul>	3
+le	det	NP@@<nul>	4
+front	nc	<nul>@@<nul>	5
+.	ponct	<nul>@@<nul>	3
+</s>	</s>	</s>	3
+<s>	<s>	<s>	4
+Athos	npp	<nul>@@<nul>	4
+l'	det	NP@@<nul>	4
+attendait	v	<nul>@@<nul>	5
+avec	p	PP@@<nul>	4
+impatience	nc	NP@@<nul>	5
+,	ponct	<nul>@@Sint	3
+il	cls-suj	VN@@<nul>	3
+fut	v	<nul>@@<nul>	4
+saisi	vpp	<nul>@@<nul>	4
+d'	p	PP-DE_OBJ@@<nul>	3
+un	det	NP@@<nul>	4
+silence	nc	<nul>@@<nul>	5
+.	ponct	<nul>@@<nul>	0
+
+
+<s> -- Le parlement ... </s> <s> -- Vous , dit Athos , je ne me reconnais pas . </s> <s> -- M. d' Artagnan . </s> <s> Acté ? </s> <s> -- Oui , répondit le mousquetaire . </s> <s> -- Alors , dit le roi , il faut que vous ne le rendiez pas . </s> <s> -- Non , il est vrai , je le suis , mais il m' a semblé ... </s> <s> -- </s> <s> Il a répondu : voilà tout . </s> <s> Je ne puis dire , car il est bien facile à comprendre . </s> <s> -- Mais le moins ne rendra -t -il donc ? </s> <s> -- Non . </s> <s> -- </s> <s> J' ai vu Athos . </s> <s> -- Sans doute , mais il est vrai . </s> <s> -- Eh bien ! pardieu ! </s> <s> je ne veux pas qu' il soit avec lui . </s> <s> -- le roi? pas Aramis ? </s> <s> -- Oui . </s> <s> -- Oui , il est évêque , dit Athos , à tous ses membres nous autres amis , et nous aurons l' honneur de nous défendre . </s> <s> -- Que diable ne le voulez -vous pas ? </s> <s> -- Aramis , qu' il vous a dit . </s> <s> -- Mais , dit d' Artagnan , je ne l' ai point aperçu , je ne le sais . </s> <s> -- Mordaunt , qu' il faut le repos , il nous rejoindrait sur le même champ de bataille . </s> <s> -- Est -ce lui ? demanda Aramis . </s> <s> Porthos . </s> <s> -- Mordaunt , dit Athos , il est un homme le premier , un homme qui s' est passé . </s> <s> -- il est toujours le moins de le monde , mais il ne nous aurait -il pas de le monde ? </s> <s> -- nous l' avons dit , nous l' avons dit , nous l' avons dit , les avons vu . </s> <s> -- Aramis ! </s> <s> Je m' en doutais . </s> <s> -- Aramis , je le sais , mais il venait me donner de l' hospitalité . </s> <s> -- Oui , je l' ignore ; il s' agit d' être élevé , moi . </s> <s> Athos et Porthos se regardaient avec politesse avec étonnement . </s> <s> Porthos , qui n' avait pas d' esprit , et l' avait vu le roi , il était comme ami de son beau-frère . </s> <s> Athos était debout , comme le regardait de le côté de lui . </s> <s> Aramis était à son poste , il était tombé de ses bras . </s> <s> Athos l' attendait avec une inquiétude singulière ; il était debout plutôt silencieusement que le poignard sur le front . </s> <s> Athos l' attendait avec impatience , il fut saisi d' un silence .
\ No newline at end of file
diff --git a/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb b/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
index 478eb29..a918ace 100644
--- a/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
+++ b/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
@@ -987,7 +987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 31,
    "id": "bc51ab44-6885-45cc-bad2-6a43a7791fdb",
    "metadata": {},
    "outputs": [],
@@ -1004,10 +1004,10 @@
     "            token = cols[0]\n",
     "        \n",
     "            if token == '<s>':\n",
-    "                current_sentence = []\n",
+    "                current_sentence = [cols]\n",
     "            elif token == '</s>':\n",
     "                if current_sentence:\n",
-    "                    sentences.append(current_sentence)\n",
+    "                    sentences.append(current_sentence + [cols])\n",
     "            else:\n",
     "                current_sentence.append(cols)\n",
     "        return sentences"
@@ -1015,7 +1015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 38,
    "id": "673d6a76-42a0-4dcd-9c54-ae18710a032a",
    "metadata": {},
    "outputs": [
@@ -1023,7 +1023,157 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[['--', 'ponct', '<nul>@@<nul>', '0'], ['Le', 'det', 'NP@@<nul>', '0'], ['parlement', 'nc', '<nul>@@<nul>', '1'], ['...', 'ponct', '<nul>@@SENT', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Vous', 'pro', 'VN@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '1'], ['dit', 'v', '<nul>@@<nul>', '1'], ['Athos', 'npp', 'NP-OBJ@@Sint-MOD', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], ['je', 'cls-suj', 'VN@@<nul>', '1'], ['ne', 'adv', '<nul>@@<nul>', '2'], ['me', 'v', '<nul>@@<nul>', '2'], ['reconnais', 'v', '<nul>@@<nul>', '2'], ['pas', 'adv', '<nul>@@<nul>', '2'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['M.', 'npp', 'NP-SUJ@@<nul>', '1'], [\"d'\", 'p', 'NPP+@@<nul>', '2'], ['Artagnan', 'npp', '<nul>@@<nul>', '3'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Acté', 'nc', 'NP-OBJ@@<nul>', '1'], ['?', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['Oui', 'adj', 'AP-ATS@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], ['répondit', 'v', 'VN@@<nul>', '1'], ['le', 'det', 'NP-OBJ@@Sint-MOD', '2'], ['mousquetaire', 'nc', '<nul>@@<nul>', '3'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['Alors', 'adv', '<nul>@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], ['dit', 'v', 'VN@@<nul>', '1'], ['le', 'det', 'NP-OBJ@@Sint-MOD', '1'], ['roi', 'nc', '<nul>@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '1'], ['il', 'cls-suj', 'VN@@<nul>', '1'], ['faut', 'v', '<nul>@@<nul>', '2'], ['que', 'cs', 'Ssub-OBJ@@<nul>', '1'], ['vous', 'cls-suj', 'VN@@<nul>', '2'], ['ne', 'adv', '<nul>@@<nul>', '3'], ['le', 'clo-obj', '<nul>@@<nul>', '3'], ['rendiez', 'v', '<nul>@@<nul>', '3'], ['pas', 'adv', '<nul>@@Sint', '3'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['Non', 'adv', 'AP-ATS@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], ['il', 'cls-suj', 'VN@@<nul>', '1'], ['est', 'v', '<nul>@@<nul>', '2'], ['vrai', 'adj', 'AP-ATS@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '2'], ['je', 'cls-suj', '<nul>@@<nul>', '2'], ['le', 'clo-obj', 'NP-OBJ@@<nul>', '2'], ['suis', 'v', '<nul>@@<nul>', '3'], [',', 'ponct', '<nul>@@<nul>', '2'], ['mais', 'cc', 'COORD@@<nul>', '2'], ['il', 'cls-suj', 'VN@@<nul>', '3'], [\"m'\", 'clr', '<nul>@@<nul>', '4'], ['a', 'v', '<nul>@@<nul>', '4'], ['semblé', 'vpp', '<nul>@@<nul>', '4'], ['...', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '1']], [['Il', 'cls-suj', 'VN@@Sint-MOD', '1'], ['a', 'v', '<nul>@@<nul>', '2'], ['répondu', 'vpp', '<nul>@@<nul>', '2'], [':', 'ponct', '<nul>@@<nul>', '0'], ['voilà', 'vinf', 'VN@@<nul>', '0'], ['tout', 'adv', 'NP-OBJ@@Sint-MOD', '1'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Je', 'cls-suj', 'VN@@Sint-MOD', '1'], ['ne', 'adv', '<nul>@@<nul>', '2'], ['puis', 'adv', '<nul>@@<nul>', '2'], ['dire', 'v', '<nul>@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '1'], ['car', 'cc', 'COORD@@<nul>', '1'], ['il', 'cls-suj', 'VN@@<nul>', '2'], ['est', 'v', '<nul>@@<nul>', '3'], ['bien', 'adv', '<nul>@@<nul>', '2'], ['facile', 'adj', 'AP-ATS@@<nul>', '2'], ['à', 'p', 'PP@@<nul>', '2'], ['comprendre', 'vinf', 'VN@@<nul>', '3'], ['.', 'ponct', '<nul>@@VPinf', '4']], [['--', 'ponct', '<nul>@@<nul>', '5'], ['Mais', 'cc', 'COORD@@<nul>', '5'], ['le', 'det', 'NP@@<nul>', '6'], ['moins', 'adv', '<nul>@@<nul>', '7'], ['ne', 'adv', 'VN@@<nul>', '7'], ['rendra', 'v', '<nul>@@<nul>', '8'], ['-t', 'vinf', 'VN@@VPpart', '8'], ['-il', 'cls-suj', 'P+@@VPinf-OBJ', '9'], ['donc', 'adv', '<nul>@@<nul>', '10'], ['?', 'ponct', '<nul>@@<nul>', '10']], [['--', 'ponct', '<nul>@@<nul>', '5'], ['Non', 'adv', 'AP@@<nul>', '5'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0']], [[\"J'\", 'cls-suj', 'VN@@<nul>', '0'], ['ai', 'v', '<nul>@@<nul>', '1'], ['vu', 'vpp', '<nul>@@<nul>', '1'], ['Athos', 'npp', 'NP-OBJ@@Sint-MOD', '1'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Sans', 'p', 'PP-MOD@@<nul>', '0'], ['doute', 'nc', 'NP@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], ['mais', 'cc', 'COORD@@<nul>', '1'], ['il', 'cls-suj', 'VN@@<nul>', '2'], ['est', 'v', '<nul>@@<nul>', '3'], ['vrai', 'adj', 'AP-ATS@@<nul>', '2'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Eh', 'npp', '<nul>@@<nul>', '0'], ['bien', 'adv', '<nul>@@<nul>', '0'], ['!', 'ponct', '<nul>@@<nul>', '0'], ['pardieu', 'nc', '<nul>@@<nul>', '0'], ['!', 'ponct', '<nul>@@<nul>', '0']], [['je', 'cls-suj', 'VN@@<nul>', '0'], ['ne', 'adv', '<nul>@@<nul>', '1'], ['veux', 'v', '<nul>@@<nul>', '1'], ['pas', 'adv', '<nul>@@VPinf-OBJ', '1'], [\"qu'\", 'adv', 'Ssub-OBJ@@<nul>', '1'], ['il', 'cls-suj', 'VN@@<nul>', '2'], ['soit', 'vs', '<nul>@@<nul>', '3'], ['avec', 'p', 'PP-MOD@@Sint', '3'], ['lui', 'pro', 'NP@@<nul>', '4'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['le', 'det', 'NP-SUJ@@<nul>', '0'], ['roi?', 'nc', '<nul>@@<nul>', '1'], ['pas', 'adv', 'AP@@<nul>', '1'], ['Aramis', 'adj', '<nul>@@<nul>', '2'], ['?', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Oui', 'adj', '<nul>@@<nul>', '0'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Oui', 'adj', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['il', 'cls-suj', 'VN@@<nul>', '0'], ['est', 'v', '<nul>@@<nul>', '1'], ['évêque', 'adj', 'AP-ATS@@<nul>', '1'], [',', 'ponct', '<nul>@@Sint-MOD', '1'], ['dit', 'v', 'VN@@<nul>', '1'], ['Athos', 'npp', 'NP-SUJ@@Sint-MOD', '2'], [',', 'ponct', '<nul>@@<nul>', '3'], ['à', 'p', 'PP-MOD@@<nul>', '3'], ['tous', 'adj', 'NP@@<nul>', '4'], ['ses', 'det', '<nul>@@<nul>', '5'], ['membres', 'nc', '<nul>@@<nul>', '5'], ['nous', 'cls', 'VN@@<nul>', '4'], ['autres', 'adj', '<nul>@@<nul>', '5'], ['amis', 'vpp', '<nul>@@<nul>', '5'], [',', 'ponct', '<nul>@@Sint', '5'], ['et', 'cc', 'COORD@@<nul>', '3'], ['nous', 'cls-suj', 'VN@@<nul>', '4'], ['aurons', 'v', '<nul>@@<nul>', '5'], [\"l'\", 'det', 'NP-OBJ@@<nul>', '4'], ['honneur', 'nc', '<nul>@@<nul>', '5'], ['de', 'p', 'PP@@<nul>', '5'], ['nous', 'pro', 'NP@@<nul>', '6'], ['défendre', 'vinf', '<nul>@@<nul>', '7'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Que', 'prorel', '<nul>@@<nul>', '0'], ['diable', 'nc', '<nul>@@<nul>', '0'], ['ne', 'adv', 'VN@@<nul>', '0'], ['le', 'clo-obj', '<nul>@@<nul>', '1'], ['voulez', 'v', '<nul>@@<nul>', '1'], ['-vous', 'clo-a_obj', '<nul>@@VPinf-OBJ', '1'], ['pas', 'adv', '<nul>@@<nul>', '1'], ['?', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Aramis', 'npp', 'NP-MOD@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '1'], [\"qu'\", 'cs', 'NP-MOD@@<nul>', '1'], ['il', 'cls-suj', 'VN@@Srel', '2'], ['vous', 'clo-a_obj', '<nul>@@<nul>', '3'], ['a', 'v', '<nul>@@<nul>', '3'], ['dit', 'vpp', '<nul>@@<nul>', '3'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Mais', 'cc', 'COORD@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '1'], ['dit', 'v', 'VN@@<nul>', '1'], [\"d'\", 'p', 'PP-DE_OBJ@@<nul>', '1'], ['Artagnan', 'npp', 'NP@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '1'], ['je', 'cls-suj', 'VN@@<nul>', '1'], ['ne', 'adv', '<nul>@@<nul>', '2'], [\"l'\", 'clo-obj', '<nul>@@<nul>', '2'], ['ai', 'v', '<nul>@@<nul>', '2'], ['point', 'vpp', '<nul>@@<nul>', '2'], ['aperçu', 'vpp', '<nul>@@<nul>', '2'], [',', 'ponct', '<nul>@@Sint-MOD', '2'], ['je', 'cls-suj', 'VN@@<nul>', '1'], ['ne', 'adv', '<nul>@@<nul>', '2'], ['le', 'clo-obj', '<nul>@@<nul>', '2'], ['sais', 'v', '<nul>@@<nul>', '2'], ['.', 'ponct', '<nul>@@<nul>', '2']], [['--', 'ponct', '<nul>@@<nul>', '2'], ['Mordaunt', 'npp', '<nul>@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '2'], [\"qu'\", 'cs', 'Ssub-OBJ@@<nul>', '2'], ['il', 'cls-suj', 'VN@@<nul>', '3'], ['faut', 'v', '<nul>@@<nul>', '4'], ['le', 'det', 'NP-OBJ@@Sint', '4'], ['repos', 'nc', '<nul>@@<nul>', '5'], [',', 'ponct', '<nul>@@<nul>', '2'], ['il', 'cls-suj', 'VN@@<nul>', '2'], ['nous', 'clo-a_obj', '<nul>@@<nul>', '3'], ['rejoindrait', 'v', '<nul>@@<nul>', '3'], ['sur', 'p', 'PP-P_OBJ@@Sint', '3'], ['le', 'det', 'NP@@<nul>', '4'], ['même', 'adj', '<nul>@@<nul>', '5'], ['champ', 'nc', '<nul>@@<nul>', '5'], ['de', 'p', 'PP@@<nul>', '5'], ['bataille', 'nc', 'NP@@<nul>', '6'], ['.', 'ponct', '<nul>@@<nul>', '2']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['Est', 'nc', 'NP-OBJ@@<nul>', '1'], ['-ce', 'det', 'NP@@<nul>', '2'], ['lui', 'pro', '<nul>@@<nul>', '3'], ['?', 'ponct', '<nul>@@<nul>', '1'], ['demanda', 'v', 'VN@@<nul>', '1'], ['Aramis', 'npp', 'NP-OBJ@@Sint-MOD', '2'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Porthos', 'npp', '<nul>@@<nul>', '0'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Mordaunt', 'npp', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['dit', 'v', 'VN@@<nul>', '0'], ['Athos', 'npp', 'NP-SUJ@@Sint-MOD', '1'], [',', 'ponct', '<nul>@@<nul>', '2'], ['il', 'cls-suj', 'VN@@<nul>', '2'], ['est', 'v', '<nul>@@<nul>', '3'], ['un', 'det', 'NP-OBJ@@Sint', '3'], ['homme', 'nc', '<nul>@@<nul>', '4'], ['le', 'det', 'NP-OBJ@@<nul>', '4'], ['premier', 'adj', '<nul>@@<nul>', '5'], [',', 'ponct', '<nul>@@<nul>', '5'], ['un', 'det', 'NP@@<nul>', '5'], ['homme', 'nc', '<nul>@@<nul>', '6'], ['qui', 'prorel', 'NP-SUJ@@<nul>', '6'], [\"s'\", 'clr', 'VN@@Srel', '7'], ['est', 'v', '<nul>@@<nul>', '8'], ['passé', 'vpp', '<nul>@@<nul>', '8'], ['.', 'ponct', '<nul>@@<nul>', '5']], [['--', 'ponct', '<nul>@@<nul>', '5'], ['il', 'cls-suj', 'VN@@<nul>', '5'], ['est', 'v', '<nul>@@<nul>', '6'], ['toujours', 'adv', '<nul>@@VPpart', '6'], ['le', 'det', 'NP-OBJ@@<nul>', '6'], ['moins', 'adv', '<nul>@@<nul>', '7'], ['de', 'p', 'PP@@<nul>', '7'], ['le', 'det', 'NP@@<nul>', '8'], ['monde', 'nc', '<nul>@@<nul>', '9'], [',', 'ponct', '<nul>@@<nul>', '5'], ['mais', 'cc', 'COORD@@<nul>', '5'], ['il', 'cls-suj', 'VN@@<nul>', '6'], ['ne', 'adv', '<nul>@@<nul>', '7'], ['nous', 'clo-a_obj', '<nul>@@<nul>', '7'], ['aurait', 'v', '<nul>@@<nul>', '7'], ['-il', 'pro', '<nul>@@<nul>', '7'], ['pas', 'adv', '<nul>@@<nul>', '7'], ['de', 'p', 'PP@@<nul>', '4'], ['le', 'det', 'NP@@<nul>', '5'], ['monde', 'nc', '<nul>@@<nul>', '6'], ['?', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['nous', 'cls-suj', 'VN@@<nul>', '0'], [\"l'\", 'clo-obj', '<nul>@@<nul>', '1'], ['avons', 'v', '<nul>@@<nul>', '1'], ['dit', 'vpp', '<nul>@@<nul>', '1'], [',', 'ponct', '<nul>@@Sint', '1'], ['nous', 'cls-suj', 'VN@@<nul>', '1'], [\"l'\", 'clo-obj', '<nul>@@<nul>', '2'], ['avons', 'v', '<nul>@@<nul>', '2'], ['dit', 'vpp', '<nul>@@<nul>', '2'], [',', 'ponct', '<nul>@@Sint-MOD', '2'], ['nous', 'cls-suj', 'VN@@<nul>', '1'], [\"l'\", 'clo-obj', '<nul>@@<nul>', '2'], ['avons', 'v', '<nul>@@<nul>', '2'], ['dit', 'vpp', '<nul>@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '1'], ['les', 'det', 'NP-OBJ@@<nul>', '1'], ['avons', 'nc', '<nul>@@<nul>', '2'], ['vu', 'vpp', 'VPpart@@<nul>', '2'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Aramis', 'npp', '<nul>@@<nul>', '0'], ['!', 'ponct', '<nul>@@<nul>', '0']], [['Je', 'cls-suj', 'VN@@<nul>', '0'], [\"m'\", 'clr', '<nul>@@<nul>', '1'], ['en', 'clo', '<nul>@@<nul>', '1'], ['doutais', 'v', '<nul>@@<nul>', '1'], ['.', 'ponct', '<nul>@@<nul>', '1']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['Aramis', 'npp', 'AP-ATS@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], ['je', 'cls-suj', 'VN@@<nul>', '1'], ['le', 'clo-obj', '<nul>@@<nul>', '2'], ['sais', 'v', '<nul>@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '1'], ['mais', 'cc', 'COORD@@<nul>', '1'], ['il', 'cls-suj', 'VN@@<nul>', '2'], ['venait', 'v', '<nul>@@<nul>', '3'], ['me', 'det', '<nul>@@<nul>', '2'], ['donner', 'vinf', 'VN@@<nul>', '2'], ['de', 'p', 'PP-DE_OBJ@@VPinf-OBJ', '3'], [\"l'\", 'det', 'NP@@<nul>', '4'], ['hospitalité', 'nc', '<nul>@@<nul>', '5'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Oui', 'adj', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['je', 'cls-suj', 'VN@@<nul>', '0'], [\"l'\", 'clo-obj', '<nul>@@<nul>', '1'], ['ignore', 'v', '<nul>@@<nul>', '1'], [';', 'ponct', '<nul>@@Sint-MOD', '1'], ['il', 'cls-suj', 'VN@@<nul>', '1'], [\"s'\", 'clr', '<nul>@@<nul>', '2'], ['agit', 'v', '<nul>@@<nul>', '2'], [\"d'\", 'p', 'PP-DE_OBJ@@Sint-MOD', '2'], ['être', 'vinf', 'VN@@<nul>', '3'], ['élevé', 'vpp', '<nul>@@<nul>', '4'], [',', 'ponct', '<nul>@@VPinf', '4'], ['moi', 'adj', '<nul>@@<nul>', '4'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Athos', 'npp', '<nul>@@<nul>', '0'], ['et', 'cc', 'COORD@@<nul>', '0'], ['Porthos', 'npp', 'NP@@<nul>', '1'], ['se', 'clr', 'VN@@<nul>', '1'], ['regardaient', 'v', '<nul>@@<nul>', '2'], ['avec', 'p', 'PP-MOD@@<nul>', '1'], ['politesse', 'nc', 'NP@@<nul>', '2'], ['avec', 'p', 'PP-MOD@@<nul>', '1'], ['étonnement', 'nc', 'NP@@<nul>', '2'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Porthos', 'npp', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['qui', 'prorel', 'NP-SUJ@@<nul>', '0'], [\"n'\", 'adv', 'VN@@Srel', '1'], ['avait', 'v', '<nul>@@<nul>', '2'], ['pas', 'adv', '<nul>@@<nul>', '2'], [\"d'\", 'det', 'PP-DE_OBJ@@<nul>', '1'], ['esprit', 'nc', 'NP@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '1'], ['et', 'cc', 'COORD@@<nul>', '1'], [\"l'\", 'det', 'NP-SUJ@@<nul>', '2'], ['avait', 'v', '<nul>@@<nul>', '3'], ['vu', 'vpp', 'VPpart@@<nul>', '3'], ['le', 'det', 'NP@@<nul>', '4'], ['roi', 'nc', '<nul>@@<nul>', '5'], [',', 'ponct', '<nul>@@<nul>', '3'], ['il', 'cls-suj', 'VN@@<nul>', '3'], ['était', 'v', '<nul>@@<nul>', '4'], ['comme', 'p', 'PP-MOD@@<nul>', '4'], ['ami', 'nc', '<nul>@@<nul>', '4'], ['de', 'p', 'PP-DE_OBJ@@VPinf', '4'], ['son', 'det', 'NP@@<nul>', '5'], ['beau-frère', 'nc', '<nul>@@<nul>', '6'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Athos', 'npp', '<nul>@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '0'], ['debout', 'adj', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['comme', 'cs', 'Ssub-MOD@@<nul>', '0'], ['le', 'det', 'VN@@<nul>', '1'], ['regardait', 'v', '<nul>@@<nul>', '2'], ['de', 'p', 'PP-DE_OBJ@@Sint', '2'], ['le', 'det', 'NP@@<nul>', '3'], ['côté', 'nc', '<nul>@@<nul>', '4'], ['de', 'p', 'PP@@<nul>', '4'], ['lui', 'pro', 'NP@@<nul>', '5'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Aramis', 'npp', '<nul>@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '0'], ['à', 'p', '<nul>@@<nul>', '0'], ['son', 'det', 'NP@@<nul>', '0'], ['poste', 'nc', '<nul>@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '0'], ['il', 'cls-suj', 'VN@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '1'], ['tombé', 'vpp', '<nul>@@<nul>', '1'], ['de', 'p', 'PP-DE_OBJ@@Sint-MOD', '1'], ['ses', 'det', 'NP@@<nul>', '2'], ['bras', 'nc', '<nul>@@<nul>', '3'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Athos', 'npp', '<nul>@@<nul>', '0'], [\"l'\", 'det', 'NP-MOD@@<nul>', '0'], ['attendait', 'nc', '<nul>@@<nul>', '1'], ['avec', 'p', 'PP-MOD@@<nul>', '1'], ['une', 'det', 'NP@@<nul>', '2'], ['inquiétude', 'nc', '<nul>@@<nul>', '3'], ['singulière', 'adj', 'AP@@<nul>', '3'], [';', 'ponct', '<nul>@@<nul>', '0'], ['il', 'cls-suj', 'VN@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '1'], ['debout', 'adj', 'AP-ATS@@<nul>', '1'], ['plutôt', 'adv', '<nul>@@Sint-MOD', '1'], ['silencieusement', 'adv', '<nul>@@<nul>', '1'], ['que', 'cs', 'Ssub-OBJ@@<nul>', '1'], ['le', 'det', 'NP-SUJ@@<nul>', '2'], ['poignard', 'nc', '<nul>@@<nul>', '3'], ['sur', 'p', 'PP@@<nul>', '3'], ['le', 'det', 'NP@@<nul>', '4'], ['front', 'nc', '<nul>@@<nul>', '5'], ['.', 'ponct', '<nul>@@<nul>', '3']]]\n"
+      "--\tponct\t<nul>@@<nul>\t0\n",
+      "Le\tdet\tNP@@<nul>\t0\n",
+      "parlement\tnc\t<nul>@@<nul>\t1\n",
+      "...\tponct\t<nul>@@SENT\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "                 SENT             \n",
+      "                  |                \n",
+      "                 SENT             \n",
+      "       ___________|____________    \n",
+      "    ponct                 |    |  \n",
+      "  ____|____               |    |   \n",
+      " |         NP             |   </s>\n",
+      " |     ____|______        |    |   \n",
+      " |   det          nc    ponct </s>\n",
+      " |    |           |       |    |   \n",
+      " --   Le      parlement  ...  </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (SENT\n",
+      "    (ponct -- (NP (det Le) (nc parlement)))\n",
+      "    (ponct ...)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 5\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "--\tponct\t<nul>@@<nul>\t0\n",
+      "Vous\tpro\tVN@@<nul>\t0\n",
+      ",\tponct\t<nul>@@<nul>\t1\n",
+      "dit\tv\t<nul>@@<nul>\t1\n",
+      "Athos\tnpp\tNP-OBJ@@Sint-MOD\t1\n",
+      ",\tponct\t<nul>@@<nul>\t1\n",
+      "je\tcls-suj\tVN@@<nul>\t1\n",
+      "ne\tadv\t<nul>@@<nul>\t2\n",
+      "me\tv\t<nul>@@<nul>\t2\n",
+      "reconnais\tv\t<nul>@@<nul>\t2\n",
+      "pas\tadv\t<nul>@@<nul>\t2\n",
+      ".\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "                                  SENT                                           \n",
+      "                                   |                                              \n",
+      "                                  <s>                                            \n",
+      "  _________________________________|__________________________________________    \n",
+      " |    |                         Sint-MOD                                 |    |  \n",
+      " |    |           _________________|__________________                   |    |   \n",
+      " |    |          VN      NP-OBJ    |                  VN                 |   </s>\n",
+      " |    |     _____|____     |       |         _________|_____________     |    |   \n",
+      "<s> ponct pro  ponct  v   npp    ponct   cls-suj adv  v      v     adv ponct </s>\n",
+      " |    |    |     |    |    |       |        |     |   |      |      |    |    |   \n",
+      "<s>   --  Vous   ,   dit Athos     ,        je    ne  me reconnais pas   .   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s>\n",
+      "    (<s> <s>)\n",
+      "    (ponct --)\n",
+      "    (Sint-MOD\n",
+      "      (VN (pro Vous) (ponct ,) (v dit))\n",
+      "      (NP-OBJ (npp Athos))\n",
+      "      (ponct ,)\n",
+      "      (VN (cls-suj je) (adv ne) (v me) (v reconnais) (adv pas)))\n",
+      "    (ponct .)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 5\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "--\tponct\t<nul>@@<nul>\t1\n",
+      "M.\tnpp\tNP-SUJ@@<nul>\t1\n",
+      "d'\tp\tNPP+@@<nul>\t2\n",
+      "Artagnan\tnpp\t<nul>@@<nul>\t3\n",
+      ".\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "               SENT                          \n",
+      "                |                             \n",
+      "               <s>                           \n",
+      "            ____|_________________________    \n",
+      "          <s>                        |    |  \n",
+      "  _________|____                     |    |   \n",
+      " |    |       NP-SUJ                 |    |  \n",
+      " |    |     ____|_____               |    |   \n",
+      " |    |    |         NPP+            |   </s>\n",
+      " |    |    |     _____|______        |    |   \n",
+      " |  ponct npp   p           npp    ponct </s>\n",
+      " |    |    |    |            |       |    |   \n",
+      "<s>   --   M.   d'        Artagnan   .   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s>\n",
+      "    (<s>\n",
+      "      <s>\n",
+      "      (ponct --)\n",
+      "      (NP-SUJ (npp M.) (NPP+ (p d') (npp Artagnan))))\n",
+      "    (ponct .)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 6\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "Acté\tnc\tNP-OBJ@@<nul>\t1\n",
+      "?\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "         SENT            \n",
+      "          |               \n",
+      "         <s>             \n",
+      "      ____|___________    \n",
+      "    <s>          |    |  \n",
+      "  ___|____       |    |   \n",
+      " |      NP-OBJ   |   </s>\n",
+      " |        |      |    |   \n",
+      " |        nc   ponct </s>\n",
+      " |        |      |    |   \n",
+      "<s>      Acté    ?   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s> (<s> <s> (NP-OBJ (nc Acté))) (ponct ?) (</s> (</s> </s>))))\n",
+      "Tree depth: 5\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "--\tponct\t<nul>@@<nul>\t1\n",
+      "Oui\tadj\tAP-ATS@@<nul>\t1\n",
+      ",\tponct\t<nul>@@<nul>\t1\n",
+      "répondit\tv\tVN@@<nul>\t1\n",
+      "le\tdet\tNP-OBJ@@Sint-MOD\t2\n",
+      "mousquetaire\tnc\t<nul>@@<nul>\t3\n",
+      ".\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "                         SENT                                          \n",
+      "                          |                                             \n",
+      "                         <s>                                           \n",
+      "                    ______|_________________________________________    \n",
+      "                  <s>                                          |    |  \n",
+      "  _________________|_______________                            |    |   \n",
+      " |    |     |      |            Sint-MOD                       |    |  \n",
+      " |    |     |      |       ________|_______                    |    |   \n",
+      " |    |   AP-ATS   |      VN             NP-OBJ                |   </s>\n",
+      " |    |     |      |      |         _______|_________          |    |   \n",
+      " |  ponct  adj   ponct    v       det                nc      ponct </s>\n",
+      " |    |     |      |      |        |                 |         |    |   \n",
+      "<s>   --   Oui     ,   répondit    le           mousquetaire   .   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s>\n",
+      "    (<s>\n",
+      "      <s>\n",
+      "      (ponct --)\n",
+      "      (AP-ATS (adj Oui))\n",
+      "      (ponct ,)\n",
+      "      (Sint-MOD\n",
+      "        (VN (v répondit))\n",
+      "        (NP-OBJ (det le) (nc mousquetaire))))\n",
+      "    (ponct .)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 6\n"
      ]
     }
    ],
@@ -1031,7 +1181,16 @@
     "file_conll = \"sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500\"\n",
     "\n",
     "sents = readFile(file_conll)\n",
-    "print(sents)"
+    "exepts = []\n",
+    "for sent in sents[:5]:\n",
+    "    sent_lst = ['\\t'.join(word)+'\\n' for word in sent]\n",
+    "    sent_str = ''.join(sent_lst)\n",
+    "    print(sent_str)\n",
+    "    try:\n",
+    "        visualize_const_prediction(sent_str)\n",
+    "    except:\n",
+    "        exepts.append(sent_str)\n",
+    "print(len(exepts))"
    ]
   },
   {
diff --git a/tania_scripts/tania-some-other-metrics.ipynb b/tania_scripts/tania-some-other-metrics.ipynb
index 478eb29..a918ace 100644
--- a/tania_scripts/tania-some-other-metrics.ipynb
+++ b/tania_scripts/tania-some-other-metrics.ipynb
@@ -987,7 +987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 31,
    "id": "bc51ab44-6885-45cc-bad2-6a43a7791fdb",
    "metadata": {},
    "outputs": [],
@@ -1004,10 +1004,10 @@
     "            token = cols[0]\n",
     "        \n",
     "            if token == '<s>':\n",
-    "                current_sentence = []\n",
+    "                current_sentence = [cols]\n",
     "            elif token == '</s>':\n",
     "                if current_sentence:\n",
-    "                    sentences.append(current_sentence)\n",
+    "                    sentences.append(current_sentence + [cols])\n",
     "            else:\n",
     "                current_sentence.append(cols)\n",
     "        return sentences"
@@ -1015,7 +1015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 38,
    "id": "673d6a76-42a0-4dcd-9c54-ae18710a032a",
    "metadata": {},
    "outputs": [
@@ -1023,7 +1023,157 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[['--', 'ponct', '<nul>@@<nul>', '0'], ['Le', 'det', 'NP@@<nul>', '0'], ['parlement', 'nc', '<nul>@@<nul>', '1'], ['...', 'ponct', '<nul>@@SENT', '0']], [['--', 'ponct', '<nul>@@<nul>', '0'], ['Vous', 'pro', 'VN@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '1'], ['dit', 'v', '<nul>@@<nul>', '1'], ['Athos', 'npp', 'NP-OBJ@@Sint-MOD', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], ['je', 'cls-suj', 'VN@@<nul>', '1'], ['ne', 'adv', '<nul>@@<nul>', '2'], ['me', 'v', '<nul>@@<nul>', '2'], ['reconnais', 'v', '<nul>@@<nul>', '2'], ['pas', 'adv', '<nul>@@<nul>', '2'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['M.', 'npp', 'NP-SUJ@@<nul>', '1'], [\"d'\", 'p', 'NPP+@@<nul>', '2'], ['Artagnan', 'npp', '<nul>@@<nul>', '3'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Acté', 'nc', 'NP-OBJ@@<nul>', '1'], ['?', 'ponct', '<nul>@@<nul>', '0']], [['--', 'ponct', '<nul>@@<nul>', '1'], ['Oui', 'adj', 'AP-ATS@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '1'], 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'adj', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['je', 'cls-suj', 'VN@@<nul>', '0'], [\"l'\", 'clo-obj', '<nul>@@<nul>', '1'], ['ignore', 'v', '<nul>@@<nul>', '1'], [';', 'ponct', '<nul>@@Sint-MOD', '1'], ['il', 'cls-suj', 'VN@@<nul>', '1'], [\"s'\", 'clr', '<nul>@@<nul>', '2'], ['agit', 'v', '<nul>@@<nul>', '2'], [\"d'\", 'p', 'PP-DE_OBJ@@Sint-MOD', '2'], ['être', 'vinf', 'VN@@<nul>', '3'], ['élevé', 'vpp', '<nul>@@<nul>', '4'], [',', 'ponct', '<nul>@@VPinf', '4'], ['moi', 'adj', '<nul>@@<nul>', '4'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Athos', 'npp', '<nul>@@<nul>', '0'], ['et', 'cc', 'COORD@@<nul>', '0'], ['Porthos', 'npp', 'NP@@<nul>', '1'], ['se', 'clr', 'VN@@<nul>', '1'], ['regardaient', 'v', '<nul>@@<nul>', '2'], ['avec', 'p', 'PP-MOD@@<nul>', '1'], ['politesse', 'nc', 'NP@@<nul>', '2'], ['avec', 'p', 'PP-MOD@@<nul>', '1'], ['étonnement', 'nc', 'NP@@<nul>', '2'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Porthos', 'npp', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['qui', 'prorel', 'NP-SUJ@@<nul>', '0'], [\"n'\", 'adv', 'VN@@Srel', '1'], ['avait', 'v', '<nul>@@<nul>', '2'], ['pas', 'adv', '<nul>@@<nul>', '2'], [\"d'\", 'det', 'PP-DE_OBJ@@<nul>', '1'], ['esprit', 'nc', 'NP@@<nul>', '2'], [',', 'ponct', '<nul>@@<nul>', '1'], ['et', 'cc', 'COORD@@<nul>', '1'], [\"l'\", 'det', 'NP-SUJ@@<nul>', '2'], ['avait', 'v', '<nul>@@<nul>', '3'], ['vu', 'vpp', 'VPpart@@<nul>', '3'], ['le', 'det', 'NP@@<nul>', '4'], ['roi', 'nc', '<nul>@@<nul>', '5'], [',', 'ponct', '<nul>@@<nul>', '3'], ['il', 'cls-suj', 'VN@@<nul>', '3'], ['était', 'v', '<nul>@@<nul>', '4'], ['comme', 'p', 'PP-MOD@@<nul>', '4'], ['ami', 'nc', '<nul>@@<nul>', '4'], ['de', 'p', 'PP-DE_OBJ@@VPinf', '4'], ['son', 'det', 'NP@@<nul>', '5'], ['beau-frère', 'nc', '<nul>@@<nul>', '6'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Athos', 'npp', '<nul>@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '0'], ['debout', 'adj', '<nul>@@<nul>', '0'], [',', 'ponct', '<nul>@@<nul>', '0'], ['comme', 'cs', 'Ssub-MOD@@<nul>', '0'], ['le', 'det', 'VN@@<nul>', '1'], ['regardait', 'v', '<nul>@@<nul>', '2'], ['de', 'p', 'PP-DE_OBJ@@Sint', '2'], ['le', 'det', 'NP@@<nul>', '3'], ['côté', 'nc', '<nul>@@<nul>', '4'], ['de', 'p', 'PP@@<nul>', '4'], ['lui', 'pro', 'NP@@<nul>', '5'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Aramis', 'npp', '<nul>@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '0'], ['à', 'p', '<nul>@@<nul>', '0'], ['son', 'det', 'NP@@<nul>', '0'], ['poste', 'nc', '<nul>@@<nul>', '1'], [',', 'ponct', '<nul>@@<nul>', '0'], ['il', 'cls-suj', 'VN@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '1'], ['tombé', 'vpp', '<nul>@@<nul>', '1'], ['de', 'p', 'PP-DE_OBJ@@Sint-MOD', '1'], ['ses', 'det', 'NP@@<nul>', '2'], ['bras', 'nc', '<nul>@@<nul>', '3'], ['.', 'ponct', '<nul>@@<nul>', '0']], [['Athos', 'npp', '<nul>@@<nul>', '0'], [\"l'\", 'det', 'NP-MOD@@<nul>', '0'], ['attendait', 'nc', '<nul>@@<nul>', '1'], ['avec', 'p', 'PP-MOD@@<nul>', '1'], ['une', 'det', 'NP@@<nul>', '2'], ['inquiétude', 'nc', '<nul>@@<nul>', '3'], ['singulière', 'adj', 'AP@@<nul>', '3'], [';', 'ponct', '<nul>@@<nul>', '0'], ['il', 'cls-suj', 'VN@@<nul>', '0'], ['était', 'v', '<nul>@@<nul>', '1'], ['debout', 'adj', 'AP-ATS@@<nul>', '1'], ['plutôt', 'adv', '<nul>@@Sint-MOD', '1'], ['silencieusement', 'adv', '<nul>@@<nul>', '1'], ['que', 'cs', 'Ssub-OBJ@@<nul>', '1'], ['le', 'det', 'NP-SUJ@@<nul>', '2'], ['poignard', 'nc', '<nul>@@<nul>', '3'], ['sur', 'p', 'PP@@<nul>', '3'], ['le', 'det', 'NP@@<nul>', '4'], ['front', 'nc', '<nul>@@<nul>', '5'], ['.', 'ponct', '<nul>@@<nul>', '3']]]\n"
+      "--\tponct\t<nul>@@<nul>\t0\n",
+      "Le\tdet\tNP@@<nul>\t0\n",
+      "parlement\tnc\t<nul>@@<nul>\t1\n",
+      "...\tponct\t<nul>@@SENT\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "                 SENT             \n",
+      "                  |                \n",
+      "                 SENT             \n",
+      "       ___________|____________    \n",
+      "    ponct                 |    |  \n",
+      "  ____|____               |    |   \n",
+      " |         NP             |   </s>\n",
+      " |     ____|______        |    |   \n",
+      " |   det          nc    ponct </s>\n",
+      " |    |           |       |    |   \n",
+      " --   Le      parlement  ...  </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (SENT\n",
+      "    (ponct -- (NP (det Le) (nc parlement)))\n",
+      "    (ponct ...)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 5\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "--\tponct\t<nul>@@<nul>\t0\n",
+      "Vous\tpro\tVN@@<nul>\t0\n",
+      ",\tponct\t<nul>@@<nul>\t1\n",
+      "dit\tv\t<nul>@@<nul>\t1\n",
+      "Athos\tnpp\tNP-OBJ@@Sint-MOD\t1\n",
+      ",\tponct\t<nul>@@<nul>\t1\n",
+      "je\tcls-suj\tVN@@<nul>\t1\n",
+      "ne\tadv\t<nul>@@<nul>\t2\n",
+      "me\tv\t<nul>@@<nul>\t2\n",
+      "reconnais\tv\t<nul>@@<nul>\t2\n",
+      "pas\tadv\t<nul>@@<nul>\t2\n",
+      ".\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "                                  SENT                                           \n",
+      "                                   |                                              \n",
+      "                                  <s>                                            \n",
+      "  _________________________________|__________________________________________    \n",
+      " |    |                         Sint-MOD                                 |    |  \n",
+      " |    |           _________________|__________________                   |    |   \n",
+      " |    |          VN      NP-OBJ    |                  VN                 |   </s>\n",
+      " |    |     _____|____     |       |         _________|_____________     |    |   \n",
+      "<s> ponct pro  ponct  v   npp    ponct   cls-suj adv  v      v     adv ponct </s>\n",
+      " |    |    |     |    |    |       |        |     |   |      |      |    |    |   \n",
+      "<s>   --  Vous   ,   dit Athos     ,        je    ne  me reconnais pas   .   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s>\n",
+      "    (<s> <s>)\n",
+      "    (ponct --)\n",
+      "    (Sint-MOD\n",
+      "      (VN (pro Vous) (ponct ,) (v dit))\n",
+      "      (NP-OBJ (npp Athos))\n",
+      "      (ponct ,)\n",
+      "      (VN (cls-suj je) (adv ne) (v me) (v reconnais) (adv pas)))\n",
+      "    (ponct .)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 5\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "--\tponct\t<nul>@@<nul>\t1\n",
+      "M.\tnpp\tNP-SUJ@@<nul>\t1\n",
+      "d'\tp\tNPP+@@<nul>\t2\n",
+      "Artagnan\tnpp\t<nul>@@<nul>\t3\n",
+      ".\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "               SENT                          \n",
+      "                |                             \n",
+      "               <s>                           \n",
+      "            ____|_________________________    \n",
+      "          <s>                        |    |  \n",
+      "  _________|____                     |    |   \n",
+      " |    |       NP-SUJ                 |    |  \n",
+      " |    |     ____|_____               |    |   \n",
+      " |    |    |         NPP+            |   </s>\n",
+      " |    |    |     _____|______        |    |   \n",
+      " |  ponct npp   p           npp    ponct </s>\n",
+      " |    |    |    |            |       |    |   \n",
+      "<s>   --   M.   d'        Artagnan   .   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s>\n",
+      "    (<s>\n",
+      "      <s>\n",
+      "      (ponct --)\n",
+      "      (NP-SUJ (npp M.) (NPP+ (p d') (npp Artagnan))))\n",
+      "    (ponct .)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 6\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "Acté\tnc\tNP-OBJ@@<nul>\t1\n",
+      "?\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "         SENT            \n",
+      "          |               \n",
+      "         <s>             \n",
+      "      ____|___________    \n",
+      "    <s>          |    |  \n",
+      "  ___|____       |    |   \n",
+      " |      NP-OBJ   |   </s>\n",
+      " |        |      |    |   \n",
+      " |        nc   ponct </s>\n",
+      " |        |      |    |   \n",
+      "<s>      Acté    ?   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s> (<s> <s> (NP-OBJ (nc Acté))) (ponct ?) (</s> (</s> </s>))))\n",
+      "Tree depth: 5\n",
+      "<s>\t<s>\t<s>\t1\n",
+      "--\tponct\t<nul>@@<nul>\t1\n",
+      "Oui\tadj\tAP-ATS@@<nul>\t1\n",
+      ",\tponct\t<nul>@@<nul>\t1\n",
+      "répondit\tv\tVN@@<nul>\t1\n",
+      "le\tdet\tNP-OBJ@@Sint-MOD\t2\n",
+      "mousquetaire\tnc\t<nul>@@<nul>\t3\n",
+      ".\tponct\t<nul>@@<nul>\t0\n",
+      "</s>\t</s>\t</s>\t0\n",
+      "\n",
+      "                         SENT                                          \n",
+      "                          |                                             \n",
+      "                         <s>                                           \n",
+      "                    ______|_________________________________________    \n",
+      "                  <s>                                          |    |  \n",
+      "  _________________|_______________                            |    |   \n",
+      " |    |     |      |            Sint-MOD                       |    |  \n",
+      " |    |     |      |       ________|_______                    |    |   \n",
+      " |    |   AP-ATS   |      VN             NP-OBJ                |   </s>\n",
+      " |    |     |      |      |         _______|_________          |    |   \n",
+      " |  ponct  adj   ponct    v       det                nc      ponct </s>\n",
+      " |    |     |      |      |        |                 |         |    |   \n",
+      "<s>   --   Oui     ,   répondit    le           mousquetaire   .   </s>\n",
+      "\n",
+      "NLTK TREE (SENT\n",
+      "  (<s>\n",
+      "    (<s>\n",
+      "      <s>\n",
+      "      (ponct --)\n",
+      "      (AP-ATS (adj Oui))\n",
+      "      (ponct ,)\n",
+      "      (Sint-MOD\n",
+      "        (VN (v répondit))\n",
+      "        (NP-OBJ (det le) (nc mousquetaire))))\n",
+      "    (ponct .)\n",
+      "    (</s> (</s> </s>))))\n",
+      "Tree depth: 6\n"
      ]
     }
    ],
@@ -1031,7 +1181,16 @@
     "file_conll = \"sp_generated_temp_0.7_all_data_73m_tok_pos_macro_positional_const-epoch-8-train_loss-4.3-val_loss-4.9.pt_500\"\n",
     "\n",
     "sents = readFile(file_conll)\n",
-    "print(sents)"
+    "exepts = []\n",
+    "for sent in sents[:5]:\n",
+    "    sent_lst = ['\\t'.join(word)+'\\n' for word in sent]\n",
+    "    sent_str = ''.join(sent_lst)\n",
+    "    print(sent_str)\n",
+    "    try:\n",
+    "        visualize_const_prediction(sent_str)\n",
+    "    except:\n",
+    "        exepts.append(sent_str)\n",
+    "print(len(exepts))"
    ]
   },
   {
-- 
GitLab