refactor(Docs): Add table of all actions, and tiny cleanup

README.md

@@ -29,33 +29,10 @@ See example workflow in examples folder.
     - Example: `"Hello World"`, `'It\'s a sunny day'`
     - Represents string literals.
 
-## Functions
-
-Here are the available functions and their usage:
-
-1. **Sum Function**:
-    - Syntax: `sum(arg1 | arg2 | ... | argN)`
-    - Adds together multiple embeddings.
-    - Example: `sum(embedding:face1 | dog)`
-
-2. **Negation Function**:
-    - Syntax: `neg(arg)`
-    - Negates the output.
-    - Example: `neg(A embedding:happycats outside)`
-
-3. **Normalization Function**:
-    - Syntax: `norm(arg)`
-    - Normalizes the given vector embedding.
-    - Example: `norm(sum(embedding:face1 | embedding:face2))`
-
-4. **Difference Function**:
-    - Syntax: `diff(arg1 | arg2 | ... | argN)`
-    - Computes the difference between multiple vector embeddings.
-    - Example: `diff(embedding:face1 | embedding:face2)`
 
 ### Notes on Arguments:
 - Each function takes one or more arguments.
-- An argument (`arg`) can be an embedding, a word, another function, or a quoted string.
+- An argument (`arg`) can be an embedding, multiple words, another function, or a quoted string.
 - For functions that accept multiple arguments, they are separated by the `|` symbol.
 
 ## Examples
@@ -78,4 +55,25 @@ Here are the available functions and their usage:
    ```
    sum(king|neg(man)|woman)
    ```
-   ```
+
+## Functions
+
+Here are the available functions and their usage:
+
+| Display Name | Action Name | Description | Usage Examples |
+| --- | --- | --- | --- |
+| Multiply | mult | Multiplies the provided segments or actions by the multiplier. | <ul><li>mult(The cat is\|2.5)</li><li>mult(Cat\|-1)</li></ul> |
+| Set Dimensions | setDims | Sets the specified dimensions of the input embeddings to the specified value | <ul><li>The setDims(cat\|4, -0.01253\|76, 1.2) is happy</li></ul> |
+| Negate | neg | Negates the provided segments or actions. | <ul><li>neg(cat)</li><li>sum(king\|neg(man)\|women)</li></ul> |
+| Normalize | norm | Normalizes the provided segments or actions. | <ul><li>norm(cat)</li><li>sum(cat\|norm(sum(tiger\|fish)))</li></ul> |
+| Positional Embedding Scale | posScale | Scales(Multiplies) the positional embeddings of the provided segments or actions by the multiplier. | <ul><li>A posScale(cat\|1.5) on a rainy day</li></ul> |
+| Random Embedding | rand | Returns a random embedding of the specified token length, with the values optionally bounded by the second and third arguments. | <ul><li>A rand(1) cat</li><li>A rand(1\|-1\|1) cat</li></ul> |
+| Difference | diff | Subtracts the segments in the order they are given. The first segment is subtracted from the second, then the third from the result, and so on. | <ul><li>diff(The cat is\|The dog is)</li><li>diff(Cat\|Dog)</li><li>sum(diff(king\|man)\|woman)</li></ul> |
+| Slerp | slerp | Performs a slerp(Interpolation) between two segments or actions, with the given weight. The recommended weight is 0 - 1 | <ul><li>The slerp(cat\|dog\|0.5) is happy</li></ul> |
+| Pooled Average(Experimental) | _exp-pooledAvg | Processes the provided segments or actions fully through CLIP and creates a pooled average of the last hidden state by averaging the last hidden state of each token. | <ul><li>A cat on a _exp-pooledAvg(beautiful sunny day)</li><li>A _exp-pooledAvg(broken glass) bottle</li></ul> |
+| Sum | sum | Adds the embeddings of the provided segments or actions. | <ul><li>A happy sum(cat\|dog\|shark)</li></ul> |
+| Pooler Output(Experimental) | _exp-pooler | Processes the provided segments or actions fully through CLIP and returns the pooler_output from the transformer | <ul><li>A cat on a _exp-pooler(beautiful sunny day)</li><li>A _exp-pooler(broken glass) bottle</li></ul> |
+| Scale Dimensions | scaleDims | Scales the specified dimensions of the input embeddings by the specified amount | <ul><li>The scaleDims(cat\|4,1.5\|76,1.2) is happy</li></ul> |
+| Ignore Positional Embeddings | postPos | Prevents positional embeddings from being applied to the provided segments or actions. | <ul><li>A postPos(cat) on a rainy day</li></ul> |
+| Average | avg | Performs a weighted average between two segments or actions. The recommended weight is 0 - 1. | <ul><li>avg(The cat is\|The dog is\|0.5)</li><li>avg(Cat\|Dog\|0.5)</li></ul> |
+