update nlpsig-networks to sig-networks in examples

ttseriotou · Dec 21, 2023 · c9b2435 · c9b2435
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diff --git a/README.md b/README.md
@@ -7,7 +7,8 @@ library that applies models first developed in
 by Tseriotou et al. (2023) which presented a novel extension of neural
 sequential models using the notion of path signatures from rough path theory.
 
-For more details of this library, see our demo paper [Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling](https://arxiv.org/abs/2312.03523).
+For more details of this library, see our demo paper
+[Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling](https://arxiv.org/abs/2312.03523).
 
 ## Installation
 
@@ -87,7 +88,9 @@ fashion. The key components are:
 - The SeqSigNet-Attention-BiLSTM model:
   [`sig_networks.SeqSigNetAttentionBiLSTM`](src/sig_networks/seqsignet_attention_bilstm.py)
 
-Also see our demo paper [Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling](https://arxiv.org/abs/2312.03523) for details of each of these model components.
+Also see our demo paper
+[Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling](https://arxiv.org/abs/2312.03523)
+for details of each of these model components.
 
 ### `nlpsig`: Preparing the data
 

diff --git a/examples/AnnoMI/anno_mi-client-seqsignet-example.ipynb b/examples/AnnoMI/anno_mi-client-seqsignet-example.ipynb
@@ -30,7 +30,7 @@
     "    id_to_label_client,\n",
     ")\n",
     "\n",
-    "from nlpsig_networks.scripts.seqsignet_functions import (\n",
+    "from sig_networks.scripts.seqsignet_functions import (\n",
     "    obtain_SeqSigNet_input,\n",
     "    implement_seqsignet,\n",
     ")"
@@ -411,7 +411,7 @@
    "source": [
     "**Note**: we only do a small number of epochs and try to reduce the number of parameters in this model than what we usually run so that this notebook runs a bit quicker.\n",
     "\n",
-    "Here, we set up most of the arguments to the SWNU-Network model as well as some training arguments such as the number of epochs, the learning rate, the loss function. We are going to do a $K$-fold analysis over a deafult of $5$ splits.\n",
+    "Here, we set up most of the arguments to the SWNU-Network model as well as some training arguments such as the number of epochs, the learning rate, the loss function. We are going to do a $K$-fold analysis over a default of $5$ splits.\n",
     "\n",
     "Since we're doing $K$-fold analysis, we get a randomly initialised SWNU-Network model (if we set `k_fold=False`, then we would get a trained model trained on the the training split using a validation set), and a results dataframe.\n",
     "\n",

diff --git a/examples/AnnoMI/anno_mi-client-swnu-example.ipynb b/examples/AnnoMI/anno_mi-client-swnu-example.ipynb
@@ -30,12 +30,12 @@
     "    id_to_label_client,\n",
     ")\n",
     "\n",
-    "from nlpsig_networks.scripts.swnu_network_functions import (\n",
+    "from sig_networks.scripts.swnu_network_functions import (\n",
     "    obtain_SWNUNetwork_input,\n",
     "    implement_swnu_network,\n",
     ")\n",
     "\n",
-    "from nlpsig_networks.swnu import SWNU\n",
+    "from sig_networks.swnu import SWNU\n",
     "\n",
     "import signatory"
    ]

diff --git a/examples/Stance/stance-baseline-ffn-history.ipynb b/examples/Stance/stance-baseline-ffn-history.ipynb
@@ -34,7 +34,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.ffn_baseline_functions import (\n",
+    "from sig_networks.scripts.ffn_baseline_functions import (\n",
     "    histories_baseline_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-baseline-bert.ipynb b/examples/Talklife_MoC/talklifemoc-baseline-bert.ipynb
diff --git a/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w11.ipynb b/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w11.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.lstm_baseline_functions import (\n",
+    "from sig_networks.scripts.lstm_baseline_functions import (\n",
     "    lstm_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w20.ipynb b/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w20.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.lstm_baseline_functions import (\n",
+    "from sig_networks.scripts.lstm_baseline_functions import (\n",
     "    lstm_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w35.ipynb b/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w35.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.lstm_baseline_functions import (\n",
+    "from sig_networks.scripts.lstm_baseline_functions import (\n",
     "    lstm_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w5.ipynb b/examples/Talklife_MoC/talklifemoc-baseline-bilstm-w5.ipynb
@@ -43,7 +43,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.lstm_baseline_functions import (\n",
+    "from sig_networks.scripts.lstm_baseline_functions import (\n",
     "    lstm_hyperparameter_search,\n",
     "    obtain_path,\n",
     ")"

diff --git a/examples/Talklife_MoC/talklifemoc-baseline-ffn-history.ipynb b/examples/Talklife_MoC/talklifemoc-baseline-ffn-history.ipynb
@@ -34,7 +34,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.ffn_baseline_functions import (\n",
+    "from sig_networks.scripts.ffn_baseline_functions import (\n",
     "    histories_baseline_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-baseline-ffn.ipynb b/examples/Talklife_MoC/talklifemoc-baseline-ffn.ipynb
@@ -45,7 +45,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.ffn_baseline_functions import (\n",
+    "from sig_networks.scripts.ffn_baseline_functions import (\n",
     "    ffn_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-swmhau-w11.ipynb b/examples/Talklife_MoC/talklifemoc-swmhau-w11.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.swmhau_network_functions import (\n",
+    "from sig_networks.scripts.swmhau_network_functions import (\n",
     "    swmhau_network_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-swmhau-w20.ipynb b/examples/Talklife_MoC/talklifemoc-swmhau-w20.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.swmhau_network_functions import (\n",
+    "from sig_networks.scripts.swmhau_network_functions import (\n",
     "    swmhau_network_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-swmhau-w5.ipynb b/examples/Talklife_MoC/talklifemoc-swmhau-w5.ipynb
@@ -33,7 +33,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.swmhau_network_functions import (\n",
+    "from sig_networks.scripts.swmhau_network_functions import (\n",
     "    swmhau_network_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-swnu-bilstm-35.ipynb b/examples/Talklife_MoC/talklifemoc-swnu-bilstm-35.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.seqsignet_functions import seqsignet_hyperparameter_search"
+    "from sig_networks.scripts.seqsignet_functions import seqsignet_hyperparameter_search"
    ]
   },
   {

diff --git a/examples/Talklife_MoC/talklifemoc-swnu-bilstm.ipynb b/examples/Talklife_MoC/talklifemoc-swnu-bilstm.ipynb
@@ -33,7 +33,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.seqsignet_functions import seqsignet_hyperparameter_search"
+    "from sig_networks.scripts.seqsignet_functions import seqsignet_hyperparameter_search"
    ]
   },
   {

diff --git a/examples/Talklife_MoC/talklifemoc-swnu-w11.ipynb b/examples/Talklife_MoC/talklifemoc-swnu-w11.ipynb
@@ -33,7 +33,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.swnu_network_functions import (\n",
+    "from sig_networks.scripts.swnu_network_functions import (\n",
     "    swnu_network_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-swnu-w20.ipynb b/examples/Talklife_MoC/talklifemoc-swnu-w20.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.swnu_network_functions import (\n",
+    "from sig_networks.scripts.swnu_network_functions import (\n",
     "    swnu_network_hyperparameter_search,\n",
     ")"
    ]

diff --git a/examples/Talklife_MoC/talklifemoc-swnu-w5.ipynb b/examples/Talklife_MoC/talklifemoc-swnu-w5.ipynb
@@ -33,7 +33,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nlpsig_networks.scripts.swnu_network_functions import (\n",
+    "from sig_networks.scripts.swnu_network_functions import (\n",
     "    swnu_network_hyperparameter_search,\n",
     ")"
    ]