model: Adding Sailesh97/Hinvec

mteb/models/hinvec_models.py

@@ -0,0 +1,62 @@
+from __future__ import annotations
+
+import logging
+from functools import partial
+
+from mteb.encoder_interface import PromptType
+from mteb.model_meta import ModelMeta
+from mteb.models.instruct_wrapper import sentence_transformers_loader
+
+logger = logging.getLogger(__name__)
+
+
+def instruction_template(
+    instruction: str, prompt_type: PromptType | None = None
+) -> str:
+    return f"Instruct: {instruction}\nQuery: " if instruction else ""
+
+
+hinvec_training_datasets = {
+
+    "MintakaRetrieval": ["train"],
+    "HindiDiscourseClassification": ["train"],
+    "SentimentAnalysisHindi": ["train"],
+    "MassiveScenarioClassification": ["train"],
+    "MTOPIntentClassification": ["train"],
+    "LinceMTBitextMining": ["train"],
+    "PhincBitextMining": ["train"],
+    "XNLI": ["train"],
+    "MLQARetrieval": ["validation"],
+    "FloresBitextMining": ["dev"],
+    "AmazonReviewsClassification": ["train"],
+}
+
+Hinvec_bidir = ModelMeta(
+    loader=partial(  # type: ignore
+        sentence_transformers_loader,
+        model_name="Sailesh97/Hinvec",
+        revision="d4fc678720cc1b8c5d18599ce2d9a4d6090c8b6b",
+        instruction_template=instruction_template,
+        trust_remote_code=True,
+        max_seq_length=2048,
+        padding_side="left",
+        add_eos_token=True,
+    ),
+    name="Sailesh97/Hinvec",
+    languages=["eng-Latn", "hin-Deva"],
+    open_weights=True,
+    revision="d4fc678720cc1b8c5d18599ce2d9a4d6090c8b6b",
+    release_date="2025-06-19",
+    n_parameters=939_591_680,
+    memory_usage_mb=3715,
+    embed_dim=2048,
+    license="cc-by-nc-4.0",
+    max_tokens=2048,
+    reference="https://huggingface.co/Sailesh97/Hinvec",
+    similarity_fn_name="cosine",
+    framework=["Sentence Transformers", "PyTorch"],
+    use_instructions=True,
+    training_datasets=hinvec_training_datasets,
+    public_training_code=None,
+    public_training_data=None,
+)

mteb/models/overview.py

@@ -43,6 +43,7 @@
     google_models,
     gritlm_models,
     gte_models,
+    hinvec_models,
     hit_tmg_models,
     ibm_granite_models,
     inf_models,
@@ -123,6 +124,7 @@
     google_models,
     gritlm_models,
     gte_models,
+    hinvec_models,
     hit_tmg_models,
     ibm_granite_models,
     inf_models,