Push model using huggingface_hub.

README.md

@@ -10,16 +10,17 @@ tags:
 - text-classification
 - generated_from_setfit_trainer
 widget:
-- text: amy and matthew have a bit of a phony relationship , but the film works in
-    spite of it .
-- text: it 's refreshing to see a romance this smart .
-- text: bogdanich is unashamedly pro-serbian and makes little attempt to give voice
-    to the other side .
-- text: sayles has an eye for the ways people of different ethnicities talk to and
-    about others outside the group .
-- text: eddie murphy and owen wilson have a cute partnership in i spy , but the movie
-    around them is so often nearly nothing that their charm does n't do a load of
-    good .
+- text: Autonomous diagnostic and recovery protocols are embedded within the power
+    management system to isolate and rectify faults, ensuring mission continuity.
+- text: The satellite thermal control subsystem (TCS) is crucial for maintaining operational
+    temperatures of all onboard instruments and systems within their specified limits.
+- text: How does the choice of oxidizer, such as liquid oxygen or nitrogen tetroxide,
+    affect the performance and handling requirements of a rocket engine?
+- text: The energy conversion efficiency of solar cells is influenced by factors such
+    as temperature, radiation exposure, and the angle of incidence of sunlight, necessitating
+    adaptive control mechanisms.
+- text: The thermal control subsystem must accommodate both internal heat generated
+    by electronic components and external thermal loads from the space environment.
 inference: true
 model-index:
 - name: SetFit with BAAI/bge-small-en-v1.5
@@ -33,7 +34,7 @@ model-index:
       split: test
     metrics:
     - type: accuracy
-      value: 0.8506315211422295
+      value: 1.0
       name: Accuracy
 ---
 
@@ -53,7 +54,7 @@ The model has been trained using an efficient few-shot learning technique that i
 - **Sentence Transformer body:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
 - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
 - **Maximum Sequence Length:** 512 tokens
-- **Number of Classes:** 2 classes
+- **Number of Classes:** 3 classes
 <!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
 <!-- - **Language:** Unknown -->
 <!-- - **License:** Unknown -->
@@ -65,17 +66,18 @@ The model has been trained using an efficient few-shot learning technique that i
 - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
 
 ### Model Labels
-| Label    | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
-|:---------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| negative | <ul><li>'there might be some sort of credible gender-provoking philosophy submerged here , but who the hell cares ?'</li><li>'represents the depths to which the girls-behaving-badly film has fallen .'</li><li>'-lrb- a -rrb- crushing disappointment .'</li></ul>                                                                                                                                                                                                                                                |
-| positive | <ul><li>'what saves it ... and makes it one of the better video-game-based flicks , is that the film acknowledges upfront that the plot makes no sense , such that the lack of linearity is the point of emotional and moral departure for protagonist alice .'</li><li>'but it could be , by its art and heart , a necessary one .'</li><li>'a culture-clash comedy that , in addition to being very funny , captures some of the discomfort and embarrassment of being a bumbling american in europe .'</li></ul> |
+| Label           | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
+|:----------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| Power Subsystem | <ul><li>'The electrical generation capability of a satellite is primarily determined by the efficiency and surface area of its photovoltaic cells, which convert incident solar radiation into electrical energy.'</li><li>'Energy distribution within the satellite is managed by a network of bus bars and wiring harnesses, designed to minimize resistive losses and maintain voltage stability across all operational conditions.'</li><li>'Redundant power paths and autonomous fault detection mechanisms are implemented to ensure continuous electrical supply even in the event of subsystem failures or external anomalies.'</li></ul> |
+| Thermal Control | <ul><li>'Discuss the significance of thermal isolation techniques in preventing heat transfer between satellite components.'</li><li>'The thermal emissivity of radiators and heat pipes is optimized to dissipate the excess heat generated by power electronics, maintaining thermal equilibrium within the satellite.'</li><li>'Deployable radiators can be utilized to increase the heat rejection capacity of a satellite, particularly during high-power operational phases.'</li></ul>                                                                                                                                                     |
+| Propulsion      | <ul><li>'The combustion efficiency of a rocket engine depends on factors like propellant mixture ratio, injector design, and combustion chamber pressure.'</li><li>'Liquid rocket engines utilize cryogenic fuels and oxidizers, such as liquid hydrogen and liquid oxygen, which require complex storage and handling systems to maintain their extremely low temperatures.'</li><li>'The nozzle design, including its shape and expansion ratio, significantly influences the exhaust velocity and overall thrust of a rocket engine.'</li></ul>                                                                                                |
 
 ## Evaluation
 
 ### Metrics
 | Label   | Accuracy |
 |:--------|:---------|
-| **all** | 0.8506   |
+| **all** | 1.0      |
 
 ## Uses
 
@@ -95,7 +97,7 @@ from setfit import SetFitModel
 # Download from the 🤗 Hub
 model = SetFitModel.from_pretrained("patrickfleith/setfit-bge-small-v1.5-sst2-8-shot")
 # Run inference
-preds = model("it 's refreshing to see a romance this smart .")
+preds = model("How does the choice of oxidizer, such as liquid oxygen or nitrogen tetroxide, affect the performance and handling requirements of a rocket engine?")
 ```
 
 <!--
@@ -125,14 +127,15 @@ preds = model("it 's refreshing to see a romance this smart .")
 ## Training Details
 
 ### Training Set Metrics
-| Training set | Min | Median | Max |
-|:-------------|:----|:-------|:----|
-| Word count   | 6   | 22.5   | 45  |
+| Training set | Min | Median  | Max |
+|:-------------|:----|:--------|:----|
+| Word count   | 11  | 23.2632 | 30  |
 
-| Label    | Training Sample Count |
-|:---------|:----------------------|
-| negative | 8                     |
-| positive | 8                     |
+| Label           | Training Sample Count |
+|:----------------|:----------------------|
+| Propulsion      | 13                    |
+| Thermal Control | 13                    |
+| Power Subsystem | 12                    |
 
 ### Training Hyperparameters
 - batch_size: (32, 32)
@@ -152,10 +155,15 @@ preds = model("it 's refreshing to see a romance this smart .")
 - load_best_model_at_end: False
 
 ### Training Results
-| Epoch | Step | Training Loss | Validation Loss |
-|:-----:|:----:|:-------------:|:---------------:|
-| 0.2   | 1    | 0.2087        | -               |
-| 10.0  | 50   | 0.0083        | -               |
+| Epoch  | Step | Training Loss | Validation Loss |
+|:------:|:----:|:-------------:|:---------------:|
+| 0.0323 | 1    | 0.2123        | -               |
+| 1.6129 | 50   | 0.0264        | -               |
+| 3.2258 | 100  | 0.0039        | -               |
+| 4.8387 | 150  | 0.0034        | -               |
+| 6.4516 | 200  | 0.0024        | -               |
+| 8.0645 | 250  | 0.0021        | -               |
+| 9.6774 | 300  | 0.0021        | -               |
 
 ### Framework Versions
 - Python: 3.10.12

config_setfit.json

@@ -1,7 +1,8 @@
 {
   "normalize_embeddings": false,
   "labels": [
-    "negative",
-    "positive"
+    "Propulsion",
+    "Thermal Control",
+    "Power Subsystem"
   ]
 }

model.safetensors

@@ -1,3 +1,3 @@
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+oid sha256:0d4a900dba5ac0dc1af2c7ecb13b681dcfd55b62a90d896b1ca9fcd40030f5e9
 size 133462128

model_head.pkl

@@ -1,3 +1,3 @@
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-size 3935
+oid sha256:19647582e5ec77ad321060ae00148054c6e8d5e922bcb96e2e31f092d401af91
+size 10255