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| def model_hyperlink(link, model_name): | |
| return f'<a target="_blank" href="{link}" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">{model_name}</a>' | |
| def extract_method_name(full_model_name): | |
| """Extract method name with size from full model name (e.g., 'ReSeek-Qwen2.5-7b-Instruct' -> 'ReSeek-7b')""" | |
| # Split by '-' and extract method name + size | |
| parts = full_model_name.split("-") | |
| method_parts = [] | |
| size_part = None | |
| for i, part in enumerate(parts): | |
| # Check if this is a base model indicator | |
| if part.lower() in ["qwen2.5", "qwen2", "qwen", "llama", "mistral", "phi"]: | |
| # Look for the size part (like "7b", "3b") after the base model name | |
| for j in range(i, len(parts)): | |
| if parts[j].lower().endswith("b") and len(parts[j]) <= 3: | |
| size_part = parts[j].lower() | |
| break | |
| break | |
| method_parts.append(part) | |
| if method_parts and size_part: | |
| method_name = "-".join(method_parts) + "-" + size_part | |
| elif method_parts: | |
| method_name = "-".join(method_parts) | |
| else: | |
| method_name = full_model_name | |
| return method_name | |
| def extract_base_model(full_model_name): | |
| """Extract base model from full model name (e.g., 'ReSeek-Qwen2.5-7b-Instruct' -> 'Qwen2.5-7b-Instruct')""" | |
| # Split by '-' and take parts from base model onwards | |
| parts = full_model_name.split("-") | |
| base_parts = [] | |
| found_base = False | |
| for part in parts: | |
| # Start collecting when we hit a base model indicator | |
| if part.lower() in ["qwen2.5", "qwen2", "qwen", "llama", "mistral", "phi"]: | |
| found_base = True | |
| if found_base: | |
| base_parts.append(part) | |
| base_model = "-".join(base_parts) if base_parts else "Unknown" | |
| return base_model | |
| def make_clickable_model(model_name): | |
| # Custom link mappings for each model (using full model name as key) | |
| custom_links = { | |
| "ReSeek-Qwen2.5-7b-Instruct": "https://huggingface.co/TencentBAC/ReSeek-qwen2.5-3b-em-grpo", | |
| "ReSeek-Qwen2.5-3b-Instruct": "https://huggingface.co/TencentBAC/ReSeek-qwen2.5-7b-em-grpo", | |
| "ZeroSearch-Qwen2.5-3b-Instruct": "https://huggingface.co/Alibaba-NLP/ZeroSearch_wiki_V2_Qwen2.5_3B_Instruct", | |
| "ZeroSearch-Qwen2.5-7b-Instruct": "https://huggingface.co/Alibaba-NLP/ZeroSearch_wiki_V2_Qwen2.5_7B_Instruct", | |
| "Search-R1-Qwen2.5-7b-Instruct": "https://huggingface.co/PeterJinGo/SearchR1-nq_hotpotqa_train-qwen2.5-7b-it-em-ppo", | |
| "Search-R1-Qwen2.5-3b-Instruct": "https://huggingface.co/PeterJinGo/SearchR1-nq_hotpotqa_train-qwen2.5-3b-em-grpo", | |
| "Search-o1-Qwen2.5-7b-Instruct": "https://github.com/RUC-NLPIR/Search-o1", | |
| "RAG-Qwen2.5-7b-Instruct": "", | |
| "R1-Qwen2.5-7b-Instruct": "", | |
| "SFT-Qwen2.5-7b-Instruct": "", | |
| "CoT-Qwen2.5-7b-Instruct": "", | |
| "Direct-Inference-Qwen2.5-7b-Instruct": "", | |
| } | |
| # Extract just the method name (without base model) | |
| method_name = extract_method_name(model_name) | |
| if model_name in custom_links: | |
| link = custom_links[model_name] | |
| return model_hyperlink(link, method_name) | |
| else: | |
| # If no custom link, just return the method name | |
| return method_name | |
| def styled_error(error): | |
| return f"<p style='color: red; font-size: 20px; text-align: center;'>{error}</p>" | |
| def styled_warning(warn): | |
| return f"<p style='color: orange; font-size: 20px; text-align: center;'>{warn}</p>" | |
| def styled_message(message): | |
| return f"<p style='color: green; font-size: 20px; text-align: center;'>{message}</p>" | |
| def has_no_nan_values(df, columns): | |
| return df[columns].notna().all(axis=1) | |
| def has_nan_values(df, columns): | |
| return df[columns].isna().any(axis=1) | |