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def model_hyperlink(link, model_name): |
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return f'<a target="_blank" href="{link}" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">{model_name}</a>' |
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def extract_method_name(full_model_name): |
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"""Extract method name with size from full model name (e.g., 'ReSeek-Qwen2.5-7b-Instruct' -> 'ReSeek-7b')""" |
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parts = full_model_name.split("-") |
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method_parts = [] |
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size_part = None |
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for i, part in enumerate(parts): |
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if part.lower() in ["qwen2.5", "qwen2", "qwen", "llama", "mistral", "phi"]: |
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for j in range(i, len(parts)): |
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if parts[j].lower().endswith("b") and len(parts[j]) <= 3: |
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size_part = parts[j].lower() |
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break |
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break |
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method_parts.append(part) |
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if method_parts and size_part: |
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method_name = "-".join(method_parts) + "-" + size_part |
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elif method_parts: |
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method_name = "-".join(method_parts) |
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else: |
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method_name = full_model_name |
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return method_name |
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def extract_base_model(full_model_name): |
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"""Extract base model from full model name (e.g., 'ReSeek-Qwen2.5-7b-Instruct' -> 'Qwen2.5-7b-Instruct')""" |
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parts = full_model_name.split("-") |
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base_parts = [] |
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found_base = False |
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for part in parts: |
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if part.lower() in ["qwen2.5", "qwen2", "qwen", "llama", "mistral", "phi"]: |
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found_base = True |
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if found_base: |
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base_parts.append(part) |
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base_model = "-".join(base_parts) if base_parts else "Unknown" |
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return base_model |
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def make_clickable_model(model_name): |
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custom_links = { |
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"ReSeek-Qwen2.5-7b-Instruct": "https://huggingface.co/TencentBAC/ReSeek-qwen2.5-3b-em-grpo", |
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"ReSeek-Qwen2.5-3b-Instruct": "https://huggingface.co/TencentBAC/ReSeek-qwen2.5-7b-em-grpo", |
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"ZeroSearch-Qwen2.5-3b-Instruct": "https://huggingface.co/Alibaba-NLP/ZeroSearch_wiki_V2_Qwen2.5_3B_Instruct", |
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"ZeroSearch-Qwen2.5-7b-Instruct": "https://huggingface.co/Alibaba-NLP/ZeroSearch_wiki_V2_Qwen2.5_7B_Instruct", |
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"Search-R1-Qwen2.5-7b-Instruct": "https://huggingface.co/PeterJinGo/SearchR1-nq_hotpotqa_train-qwen2.5-7b-it-em-ppo", |
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"Search-R1-Qwen2.5-3b-Instruct": "https://huggingface.co/PeterJinGo/SearchR1-nq_hotpotqa_train-qwen2.5-3b-em-grpo", |
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"Search-o1-Qwen2.5-7b-Instruct": "https://github.com/RUC-NLPIR/Search-o1", |
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"RAG-Qwen2.5-7b-Instruct": "", |
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"R1-Qwen2.5-7b-Instruct": "", |
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"SFT-Qwen2.5-7b-Instruct": "", |
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"CoT-Qwen2.5-7b-Instruct": "", |
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"Direct-Inference-Qwen2.5-7b-Instruct": "", |
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} |
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method_name = extract_method_name(model_name) |
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if model_name in custom_links: |
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link = custom_links[model_name] |
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return model_hyperlink(link, method_name) |
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else: |
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return method_name |
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def styled_error(error): |
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return f"<p style='color: red; font-size: 20px; text-align: center;'>{error}</p>" |
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def styled_warning(warn): |
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return f"<p style='color: orange; font-size: 20px; text-align: center;'>{warn}</p>" |
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def styled_message(message): |
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return f"<p style='color: green; font-size: 20px; text-align: center;'>{message}</p>" |
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def has_no_nan_values(df, columns): |
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return df[columns].notna().all(axis=1) |
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def has_nan_values(df, columns): |
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return df[columns].isna().any(axis=1) |
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