Add adapter bert-base-arabert-ar-dialect version 2

._pytorch_adapter.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e41746569fbb0d44f0d28599a7ce36e386f99e10e96f557194647b8dfb51b3e9
+size 311

._pytorch_model_head.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7631942bfff3f512961630af1a68951a01303e57904e18d50cd073b7509c0db
+size 311

README.md

@@ -0,0 +1,61 @@
+---
+tags:
+- adapterhub:dialect/arabic
+- text-classification
+- adapter-transformers
+- bert
+license: "apache-2.0"
+---
+
+# Adapter `bert-base-arabert-ar-dialect` for aubmindlab/bert-base-arabert
+
+**Note: This adapter was not trained by the AdapterHub team, but by these author(s): Nick Doiron.
+See author details below.**
+
+Adapter for AraBERT (aubmindlab/bert-base-arabert) trained to classify Arabic by dialect {0=Egyptian, 1=Gulf, 2=Levantine, 3=Maghrebi, 4=MSA}
+Trained for 3 epochs on 85k samples (+ 28k test set) from University of British Columbia and John Hopkins University. 
+
+
+**This adapter was created for usage with the [Adapters](https://github.com/Adapter-Hub/adapters) library.**
+
+## Usage
+
+First, install `adapters`:
+
+```
+pip install -U adapters
+```
+
+Now, the adapter can be loaded and activated like this:
+
+```python
+from adapters import AutoAdapterModel
+
+model = AutoAdapterModel.from_pretrained("aubmindlab/bert-base-arabert")
+adapter_name = model.load_adapter("AdapterHub/bert-base-arabert-ar-dialect")
+model.set_active_adapters(adapter_name)
+```
+
+## Architecture & Training
+
+- Adapter architecture: pfeiffer
+- Prediction head: classification
+- Dataset: [ArabicDialect](https://adapterhub.ml/explore/dialect/arabic/)
+
+## Author Information
+
+- Author name(s): Nick Doiron
+- Author email: ndoiron@mapmeld.com
+- Author links: [Website](https://github.com/MonsoonNLP/sanaa-dialect), [GitHub](https://github.com/mapmeld), [Twitter](https://twitter.com/@mapmeld)
+
+## Versions
+- `1`
+- `2` **(main)**
+
+## Citation
+
+```bibtex
+
+```
+
+*This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/mapmeld/bert-base-arabert-ar-dialect.yaml*.

adapter_config.json

@@ -0,0 +1,41 @@
+{
+  "config": {
+    "adapter_residual_before_ln": false,
+    "cross_adapter": false,
+    "dropout": 0.0,
+    "factorized_phm_W": true,
+    "factorized_phm_rule": false,
+    "hypercomplex_nonlinearity": "glorot-uniform",
+    "init_weights": "bert",
+    "inv_adapter": null,
+    "inv_adapter_reduction_factor": null,
+    "is_parallel": false,
+    "learn_phm": true,
+    "leave_out": [],
+    "ln_after": false,
+    "ln_before": false,
+    "mh_adapter": false,
+    "non_linearity": "relu",
+    "original_ln_after": true,
+    "original_ln_before": true,
+    "output_adapter": true,
+    "phm_bias": true,
+    "phm_c_init": "normal",
+    "phm_dim": 4,
+    "phm_init_range": 0.0001,
+    "phm_layer": false,
+    "phm_rank": 1,
+    "reduction_factor": 16,
+    "residual_before_ln": true,
+    "scaling": 1.0,
+    "shared_W_phm": false,
+    "shared_phm_rule": true,
+    "use_gating": false
+  },
+  "hidden_size": 768,
+  "model_class": "BertAdapterModel",
+  "model_name": "aubmindlab/bert-base-arabert",
+  "model_type": "bert",
+  "name": "dialect-arabic",
+  "version": "0.2.0"
+}

head_config.json

@@ -0,0 +1,24 @@
+{
+  "config": {
+    "activation_function": "tanh",
+    "bias": true,
+    "dropout_prob": null,
+    "head_type": "classification",
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1,
+      "LABEL_2": 2,
+      "LABEL_3": 3,
+      "LABEL_4": 4
+    },
+    "layers": 2,
+    "num_labels": 5,
+    "use_pooler": false
+  },
+  "hidden_size": 768,
+  "model_class": "BertAdapterModel",
+  "model_name": "aubmindlab/bert-base-arabert",
+  "model_type": "bert",
+  "name": "dialect-arabic",
+  "version": "0.2.0"
+}

pytorch_adapter.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c338b782bd430ce29c71651763c29d1beeb85c03df48cdeff70bc8c678ef8d0
+size 3595238

pytorch_model_head.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f8bc9509d641d5a3e15ed75bac96aea6974cca1979b2a10337600ccac526bb6d
+size 2379880