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 |
+
```
|