Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,71 @@
|
|
| 1 |
-
---
|
| 2 |
-
license: mit
|
| 3 |
-
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
---
|
| 4 |
+
|
| 5 |
+
To model the output JSON structure for the given code, we need to consider the structure of the `ImageEncodingResult` dataclass and how it is serialized into a dictionary. The `ImageEncodingResult` dataclass contains two fields: `image_encoded` and `image_encoded_average`. When the results are returned, they are converted into a list of dictionaries, where each dictionary represents the serialized form of an `ImageEncodingResult` object.
|
| 6 |
+
|
| 7 |
+
Here is the expected JSON structure for the output:
|
| 8 |
+
|
| 9 |
+
```json
|
| 10 |
+
{
|
| 11 |
+
"results": [
|
| 12 |
+
{
|
| 13 |
+
"image_encoded": [
|
| 14 |
+
[float, float, ...], // List of lists of floats representing the full encoded embeddings
|
| 15 |
+
[float, float, ...],
|
| 16 |
+
...
|
| 17 |
+
],
|
| 18 |
+
"image_encoded_average": [float, float, ...] // List of floats representing the average of the embeddings
|
| 19 |
+
},
|
| 20 |
+
{
|
| 21 |
+
"image_encoded": [
|
| 22 |
+
[float, float, ...],
|
| 23 |
+
[float, float, ...],
|
| 24 |
+
...
|
| 25 |
+
],
|
| 26 |
+
"image_encoded_average": [float, float, ...]
|
| 27 |
+
},
|
| 28 |
+
...
|
| 29 |
+
]
|
| 30 |
+
}
|
| 31 |
+
```
|
| 32 |
+
|
| 33 |
+
### Explanation:
|
| 34 |
+
- **`results`**: This is a list where each element corresponds to the encoding result of an image.
|
| 35 |
+
- **`image_encoded`**: A list of lists of floats. Each inner list represents the full encoded embeddings for a specific part of the image (e.g., patches or regions).
|
| 36 |
+
- **`image_encoded_average`**: A list of floats representing the average of the embeddings across all parts of the image.
|
| 37 |
+
|
| 38 |
+
### Example Output:
|
| 39 |
+
Here is an example of what the output might look like for two images:
|
| 40 |
+
|
| 41 |
+
```json
|
| 42 |
+
{
|
| 43 |
+
"results": [
|
| 44 |
+
{
|
| 45 |
+
"image_encoded": [
|
| 46 |
+
[0.12, 0.34, 0.56, ...],
|
| 47 |
+
[0.23, 0.45, 0.67, ...],
|
| 48 |
+
...
|
| 49 |
+
],
|
| 50 |
+
"image_encoded_average": [0.18, 0.39, 0.61, ...]
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"image_encoded": [
|
| 54 |
+
[0.45, 0.67, 0.89, ...],
|
| 55 |
+
[0.56, 0.78, 0.90, ...],
|
| 56 |
+
...
|
| 57 |
+
],
|
| 58 |
+
"image_encoded_average": [0.50, 0.72, 0.89, ...]
|
| 59 |
+
}
|
| 60 |
+
]
|
| 61 |
+
}
|
| 62 |
+
```
|
| 63 |
+
|
| 64 |
+
### Error Handling:
|
| 65 |
+
If there is an error during processing (e.g., invalid image data), the output will instead look like this:
|
| 66 |
+
|
| 67 |
+
```json
|
| 68 |
+
{
|
| 69 |
+
"error": "Invalid image data: <error_message>"
|
| 70 |
+
}
|
| 71 |
+
```
|