Text Classification
Transformers
Safetensors
English
distilbert
finance
transaction-classification
text-embeddings-inference
Instructions to use killykilly/nigerian-transaction-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use killykilly/nigerian-transaction-classifier with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="killykilly/nigerian-transaction-classifier")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("killykilly/nigerian-transaction-classifier") model = AutoModelForSequenceClassification.from_pretrained("killykilly/nigerian-transaction-classifier", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- config.json +21 -35
- model.safetensors +2 -2
- tokenizer.json +2 -11
- tokenizer_config.json +1 -0
config.json
CHANGED
|
@@ -11,43 +11,29 @@
|
|
| 11 |
"eos_token_id": null,
|
| 12 |
"hidden_dim": 3072,
|
| 13 |
"id2label": {
|
| 14 |
-
"0": "
|
| 15 |
-
"1": "
|
| 16 |
-
"2": "
|
| 17 |
-
"3": "
|
| 18 |
-
"4": "
|
| 19 |
-
"5": "
|
| 20 |
-
"6": "
|
| 21 |
-
"7": "
|
| 22 |
-
"8": "
|
| 23 |
-
"9": "
|
| 24 |
-
"10": "LABEL_10",
|
| 25 |
-
"11": "LABEL_11",
|
| 26 |
-
"12": "LABEL_12",
|
| 27 |
-
"13": "LABEL_13",
|
| 28 |
-
"14": "LABEL_14",
|
| 29 |
-
"15": "LABEL_15",
|
| 30 |
-
"16": "LABEL_16"
|
| 31 |
},
|
| 32 |
"initializer_range": 0.02,
|
| 33 |
"label2id": {
|
| 34 |
-
"
|
| 35 |
-
"
|
| 36 |
-
"
|
| 37 |
-
"
|
| 38 |
-
"
|
| 39 |
-
"
|
| 40 |
-
"
|
| 41 |
-
"
|
| 42 |
-
"
|
| 43 |
-
"
|
| 44 |
-
"LABEL_3": 3,
|
| 45 |
-
"LABEL_4": 4,
|
| 46 |
-
"LABEL_5": 5,
|
| 47 |
-
"LABEL_6": 6,
|
| 48 |
-
"LABEL_7": 7,
|
| 49 |
-
"LABEL_8": 8,
|
| 50 |
-
"LABEL_9": 9
|
| 51 |
},
|
| 52 |
"max_position_embeddings": 512,
|
| 53 |
"model_type": "distilbert",
|
|
@@ -60,7 +46,7 @@
|
|
| 60 |
"sinusoidal_pos_embds": false,
|
| 61 |
"tie_weights_": true,
|
| 62 |
"tie_word_embeddings": true,
|
| 63 |
-
"transformers_version": "5.
|
| 64 |
"use_cache": false,
|
| 65 |
"vocab_size": 30522
|
| 66 |
}
|
|
|
|
| 11 |
"eos_token_id": null,
|
| 12 |
"hidden_dim": 3072,
|
| 13 |
"id2label": {
|
| 14 |
+
"0": "Bills & Utilities",
|
| 15 |
+
"1": "Entertainment",
|
| 16 |
+
"2": "Food & Dining",
|
| 17 |
+
"3": "Health",
|
| 18 |
+
"4": "Own Transfer",
|
| 19 |
+
"5": "Salary",
|
| 20 |
+
"6": "Shopping",
|
| 21 |
+
"7": "Transfer In",
|
| 22 |
+
"8": "Transfer Out",
|
| 23 |
+
"9": "Transport"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 24 |
},
|
| 25 |
"initializer_range": 0.02,
|
| 26 |
"label2id": {
|
| 27 |
+
"Bills & Utilities": 0,
|
| 28 |
+
"Entertainment": 1,
|
| 29 |
+
"Food & Dining": 2,
|
| 30 |
+
"Health": 3,
|
| 31 |
+
"Own Transfer": 4,
|
| 32 |
+
"Salary": 5,
|
| 33 |
+
"Shopping": 6,
|
| 34 |
+
"Transfer In": 7,
|
| 35 |
+
"Transfer Out": 8,
|
| 36 |
+
"Transport": 9
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 37 |
},
|
| 38 |
"max_position_embeddings": 512,
|
| 39 |
"model_type": "distilbert",
|
|
|
|
| 46 |
"sinusoidal_pos_embds": false,
|
| 47 |
"tie_weights_": true,
|
| 48 |
"tie_word_embeddings": true,
|
| 49 |
+
"transformers_version": "5.10.2",
|
| 50 |
"use_cache": false,
|
| 51 |
"vocab_size": 30522
|
| 52 |
}
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9d8a9be0a6026336a652bd0b1eac1a6b4412146e5782d963105bff37630425c5
|
| 3 |
+
size 267857176
|
tokenizer.json
CHANGED
|
@@ -2,20 +2,11 @@
|
|
| 2 |
"version": "1.0",
|
| 3 |
"truncation": {
|
| 4 |
"direction": "Right",
|
| 5 |
-
"max_length":
|
| 6 |
"strategy": "LongestFirst",
|
| 7 |
"stride": 0
|
| 8 |
},
|
| 9 |
-
"padding":
|
| 10 |
-
"strategy": {
|
| 11 |
-
"Fixed": 64
|
| 12 |
-
},
|
| 13 |
-
"direction": "Right",
|
| 14 |
-
"pad_to_multiple_of": null,
|
| 15 |
-
"pad_id": 0,
|
| 16 |
-
"pad_type_id": 0,
|
| 17 |
-
"pad_token": "[PAD]"
|
| 18 |
-
},
|
| 19 |
"added_tokens": [
|
| 20 |
{
|
| 21 |
"id": 0,
|
|
|
|
| 2 |
"version": "1.0",
|
| 3 |
"truncation": {
|
| 4 |
"direction": "Right",
|
| 5 |
+
"max_length": 96,
|
| 6 |
"strategy": "LongestFirst",
|
| 7 |
"stride": 0
|
| 8 |
},
|
| 9 |
+
"padding": null,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
"added_tokens": [
|
| 11 |
{
|
| 12 |
"id": 0,
|
tokenizer_config.json
CHANGED
|
@@ -3,6 +3,7 @@
|
|
| 3 |
"cls_token": "[CLS]",
|
| 4 |
"do_lower_case": true,
|
| 5 |
"is_local": false,
|
|
|
|
| 6 |
"mask_token": "[MASK]",
|
| 7 |
"model_max_length": 512,
|
| 8 |
"pad_token": "[PAD]",
|
|
|
|
| 3 |
"cls_token": "[CLS]",
|
| 4 |
"do_lower_case": true,
|
| 5 |
"is_local": false,
|
| 6 |
+
"local_files_only": false,
|
| 7 |
"mask_token": "[MASK]",
|
| 8 |
"model_max_length": 512,
|
| 9 |
"pad_token": "[PAD]",
|