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          "heuristic_only": false,
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        "cheapest_path": "local:ollama:downloadable",
        "all_paths": {
          "local:ollama": "downloadable"
        },
        "reachable_paths": [],
        "notes": [
          "Available in the Ollama library; pull before use"
        ],
        "ollama_model": null,
        "can_download": true
      },
      "local": {
        "family": "qwen25coder",
        "parameter_size": "32b",
        "quantization_level": "",
        "context_length": 32000,
        "size_bytes": 20000000000,
        "size_gb": 20.0,
        "disk_size_gb": 20.0,
        "runtime_memory_estimate_gb": 26.0,
        "memory_required_gb": 26.0,
        "recommended_system_ram_gb": 48,
        "recommended_ram_gb": 48,
        "memory_estimate_note": "runtime estimate = quantized disk size \u00d7 1.20 + 2GB; recommended system RAM = max(runtime/0.72, runtime+8GB), rounded up to common RAM tiers",
        "installed": false,
        "source": "ollama_library",
        "pull_command": "ollama pull qwen2.5-coder:32b",
        "modified_at": "1 year ago",
        "benchmark": {
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          "source": "tps.sh",
          "source_url": "https://tps.sh/",
          "raw_data_url": "https://raw.githubusercontent.com/parsamivehchi/tps.sh/main/dashboard/public/data/dashboard_data.json",
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            "gpu_cores": 24,
            "memory_gb": 64,
            "memory_bandwidth_gbs": 400.0,
            "os_version": "26.4",
            "model_identifier": "MacBookPro18,2"
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          "judge_model": "claude-sonnet-4-6",
          "self_bias_flag": false,
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          "total_time_ms": 135656.26,
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          "quality_score_10": 7.24,
          "category_quality": {
            "code_generation": {
              "label": "Code Generation",
              "quality_score_10": 7.9,
              "n": 3
            },
            "debugging_reasoning": {
              "label": "Debugging & Reasoning",
              "quality_score_10": 8.25,
              "n": 2
            },
            "explanation_teaching": {
              "label": "Explanation & Teaching",
              "quality_score_10": 5.95,
              "n": 3
            },
            "long_complex": {
              "label": "Long Complex Research",
              "quality_score_10": 5.6,
              "n": 3
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            "refactoring": {
              "label": "Refactoring",
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              "n": 3
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            "short_quick": {
              "label": "Short Quick Tasks",
              "quality_score_10": 8.98,
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            "tool_calling": {
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        "all_paths": {
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        "notes": [
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        "ollama_model": "qwen3-coder:30b"
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        "pull_command": "ollama pull qwen3:235b",
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    },
    {
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