[MODEL ADDITION] Ovis2 Model Addition (#15826)
Signed-off-by: Marco <121761685+mlinmg@users.noreply.github.com> Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: isotr0py <2037008807@qq.com> Co-authored-by: Isotr0py <2037008807@qq.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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@@ -67,7 +67,7 @@ def run_test(
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"disable_mm_preprocessor_cache": True,
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}
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if model_info.tokenizer:
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vllm_runner_kwargs_["tokenizer"] = model_info.tokenizer
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vllm_runner_kwargs_["tokenizer_name"] = model_info.tokenizer
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if model_info.tokenizer_mode:
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vllm_runner_kwargs_["tokenizer_mode"] = model_info.tokenizer_mode
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if model_info.hf_overrides:
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@@ -676,3 +676,33 @@ def molmo_patch_hf_runner(hf_model: HfRunner) -> HfRunner:
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hf_model.model.generate = types.MethodType(_generate, hf_model.model)
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return hf_model
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def ovis2_patch_hf_runner(hf_model: HfRunner) -> HfRunner:
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"""Patches and returns an instance of the HfRunner to use for Ovis2."""
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hf_model.model.visual_tokenizer.to(hf_model.dtype)
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hf_model.model.vte.to(hf_model.dtype)
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hf_model.model.llm.to(hf_model.dtype)
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hf_model.model.get_output_embeddings = lambda: \
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hf_model.model.llm.get_output_embeddings()
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def processor(*args, text="", images=None, **kwargs):
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text_tokenizer = hf_model.model.get_text_tokenizer()
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images = [images] if isinstance(images, Image) else images
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text = text.split("<|im_start|>user\n")[1].split("<|im_end|>\n")[0]
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prompt, input_ids, pixel_values = hf_model.model.preprocess_inputs(
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text_or_conversations=text, images=images)
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attention_mask = torch.ne(input_ids, text_tokenizer.pad_token_id)
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inputs = {
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"inputs": input_ids.unsqueeze(0),
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"pixel_values": pixel_values.unsqueeze(0),
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"attention_mask": attention_mask.unsqueeze(0),
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}
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return BatchFeature(data=inputs, tensor_type="pt")
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hf_model.processor = processor
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return hf_model
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