Push model using huggingface_hub.

README.md

@@ -142,7 +142,7 @@ Then you can load this model and run inference.
 from setfit import SetFitModel
 
 # Download from the 🤗 Hub
-model = SetFitModel.from_pretrained("setfit_model_id")
+model = SetFitModel.from_pretrained("faodl/setfit-paraphrase-mpnet-base-v2-13ClassesDesc")
 # Run inference
 preds = model("As of June 2022, the level of food insecurity in the country was 23.2% and in this regard, the northern regions of Armenia were more susceptible. In particular, 6 food insecurity in Tavush Marz was 25%, 31% in Lori Marz, and 35% in Shirak Marz of Armenia")
 ```
@@ -194,30 +194,12 @@ preds = model("As of June 2022, the level of food insecurity in the country was
 | 1.4. Food environments: Examines the conditions—physical, economic, political, social, and cultural—that influence the availability, affordability, and appeal of healthy foods.                                                                                                                                                                                                              | 11                    |
 | 6.3.3 Awareness and use of the evidence-based / agrifood systems approach: Encourages long-term, integrated planning for agrifood systems, guided by robust data, stakeholder consensus, and strategic foresight.                                                                                                                                                                             | 30                    |
 
-### Training Hyperparameters
-- batch_size: (16, 16)
-- num_epochs: (1, 1)
-- max_steps: -1
-- sampling_strategy: oversampling
-- body_learning_rate: (2e-05, 1e-05)
-- head_learning_rate: 0.01
-- loss: CosineSimilarityLoss
-- distance_metric: cosine_distance
-- margin: 0.25
-- end_to_end: False
-- use_amp: False
-- warmup_proportion: 0.1
-- l2_weight: 0.01
-- seed: 42
-- eval_max_steps: -1
-- load_best_model_at_end: True
-
 ### Framework Versions
-- Python: 3.12.8
+- Python: 3.11.11
 - SetFit: 1.1.1
-- Sentence Transformers: 3.3.1
-- Transformers: 4.49.0
-- PyTorch: 2.6.0
+- Sentence Transformers: 3.4.1
+- Transformers: 4.48.3
+- PyTorch: 2.5.1+cu124
 - Datasets: 3.3.2
 - Tokenizers: 0.21.0
 

config.json

@@ -19,6 +19,6 @@
   "pad_token_id": 1,
   "relative_attention_num_buckets": 32,
   "torch_dtype": "float32",
-  "transformers_version": "4.49.0",
+  "transformers_version": "4.48.3",
   "vocab_size": 30527
 }

config_sentence_transformers.json

@@ -1,8 +1,8 @@
 {
   "__version__": {
-    "sentence_transformers": "3.3.1",
-    "transformers": "4.49.0",
-    "pytorch": "2.6.0"
+    "sentence_transformers": "3.4.1",
+    "transformers": "4.48.3",
+    "pytorch": "2.5.1+cu124"
   },
   "prompts": {},
   "default_prompt_name": null,

model_head.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:afd377a5331b81237746a93ceced7da0dc1488ca691233c93c4aac1ce49d7755
+oid sha256:db98689610a7f002b5cd1dc46f272466e359b44503ba2bc03ade124d1751a14d
 size 330

tokenizer.json

@@ -1,19 +1,7 @@
 {
   "version": "1.0",
-  "truncation": {
-    "direction": "Right",
-    "max_length": 512,
-    "strategy": "LongestFirst",
-    "stride": 0
-  },
-  "padding": {
-    "strategy": "BatchLongest",
-    "direction": "Right",
-    "pad_to_multiple_of": null,
-    "pad_id": 1,
-    "pad_type_id": 0,
-    "pad_token": "<pad>"
-  },
+  "truncation": null,
+  "padding": null,
   "added_tokens": [
     {
       "id": 0,