|
@@ -27,6 +27,38 @@ class JinaTextEmbeddingModel(TextEmbeddingModel):
|
|
|
|
|
|
api_base: str = "https://api.jina.ai/v1"
|
|
|
|
|
|
+ def _to_payload(self, model: str, texts: list[str], credentials: dict) -> dict:
|
|
|
+ """
|
|
|
+ Parse model credentials
|
|
|
+
|
|
|
+ :param model: model name
|
|
|
+ :param credentials: model credentials
|
|
|
+ :param texts: texts to embed
|
|
|
+ :return: parsed credentials
|
|
|
+ """
|
|
|
+
|
|
|
+ def transform_jina_input_text(model, text):
|
|
|
+ if model == "jina-clip-v1":
|
|
|
+ return {"text": text}
|
|
|
+ return text
|
|
|
+
|
|
|
+ data = {"model": model, "input": [transform_jina_input_text(model, text) for text in texts]}
|
|
|
+
|
|
|
+ task = credentials.get("task")
|
|
|
+ dimensions = credentials.get("dimensions")
|
|
|
+ late_chunking = credentials.get("late_chunking")
|
|
|
+
|
|
|
+ if task is not None:
|
|
|
+ data["task"] = task
|
|
|
+
|
|
|
+ if dimensions is not None:
|
|
|
+ data["dimensions"] = int(dimensions)
|
|
|
+
|
|
|
+ if late_chunking is not None:
|
|
|
+ data["late_chunking"] = late_chunking
|
|
|
+
|
|
|
+ return data
|
|
|
+
|
|
|
def _invoke(
|
|
|
self, model: str, credentials: dict, texts: list[str], user: Optional[str] = None
|
|
|
) -> TextEmbeddingResult:
|
|
@@ -49,15 +81,7 @@ class JinaTextEmbeddingModel(TextEmbeddingModel):
|
|
|
url = base_url + "/embeddings"
|
|
|
headers = {"Authorization": "Bearer " + api_key, "Content-Type": "application/json"}
|
|
|
|
|
|
- def transform_jina_input_text(model, text):
|
|
|
- if model == "jina-clip-v1":
|
|
|
- return {"text": text}
|
|
|
- return text
|
|
|
-
|
|
|
- data = {"model": model, "input": [transform_jina_input_text(model, text) for text in texts]}
|
|
|
-
|
|
|
- if model == "jina-embeddings-v3":
|
|
|
- data["task"] = "text-matching"
|
|
|
+ data = self._to_payload(model=model, texts=texts, credentials=credentials)
|
|
|
|
|
|
try:
|
|
|
response = post(url, headers=headers, data=dumps(data))
|