{
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        "recipe": "oga-cpu",
        "suggested": true
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        "checkpoint": "amd/Llama-3.2-1B-Instruct-awq-uint4-float16-cpu-onnx",
        "recipe": "oga-cpu",
        "suggested": false
    },
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        "checkpoint": "amd/Llama-3.2-3B-Instruct-awq-uint4-float16-cpu-onnx",
        "recipe": "oga-cpu",
        "suggested": false
    },
    "Phi-3-Mini-Instruct-CPU": {
        "checkpoint": "amd/Phi-3-mini-4k-instruct_int4_float16_onnx_cpu",
        "recipe": "oga-cpu",
        "suggested": true
    },
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        "checkpoint": "amd/Qwen1.5-7B-Chat_uint4_asym_g128_float16_onnx_cpu",
        "recipe": "oga-cpu",
        "suggested": true
    },
    "DeepSeek-R1-Distill-Llama-8B-CPU": {
        "checkpoint": "amd/DeepSeek-R1-Distill-Llama-8B-awq-asym-uint4-g128-lmhead-onnx-cpu",
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        "suggested": true,
        "labels": ["reasoning"]
    },
    "DeepSeek-R1-Distill-Qwen-7B-CPU": {
        "checkpoint": "amd/DeepSeek-R1-Distill-Llama-8B-awq-asym-uint4-g128-lmhead-onnx-cpu",
        "recipe": "oga-cpu",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "Llama-3.2-1B-Instruct-Hybrid": {
        "checkpoint": "amd/Llama-3.2-1B-Instruct-awq-g128-int4-asym-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Llama-3.2-3B-Instruct-Hybrid": {
        "checkpoint": "amd/Llama-3.2-3B-Instruct-awq-g128-int4-asym-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Phi-3-Mini-Instruct-Hybrid": {
        "checkpoint": "amd/Phi-3-mini-4k-instruct-awq-g128-int4-asym-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Phi-3.5-Mini-Instruct-Hybrid": {
        "checkpoint": "amd/Phi-3.5-mini-instruct-awq-g128-int4-asym-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": false
    },
    "Qwen-1.5-7B-Chat-Hybrid": {
        "checkpoint": "amd/Qwen1.5-7B-Chat-awq-g128-int4-asym-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Qwen-2.5-7B-Instruct-Hybrid": {
        "checkpoint": "amd/Qwen2.5-7B-Instruct-awq-uint4-asym-g128-lmhead-g32-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Qwen-2.5-3B-Instruct-Hybrid": {
        "checkpoint": "amd/Qwen2.5-3B-Instruct-awq-uint4-asym-g128-lmhead-g32-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Qwen-2.5-1.5B-Instruct-Hybrid": {
        "checkpoint": "amd/Qwen2.5-1.5B-Instruct-awq-uint4-asym-g128-lmhead-g32-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "DeepSeek-R1-Distill-Llama-8B-Hybrid": {
        "checkpoint": "amd/DeepSeek-R1-Distill-Llama-8B-awq-asym-uint4-g128-lmhead-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "DeepSeek-R1-Distill-Qwen-7B-Hybrid": {
        "checkpoint": "amd/DeepSeek-R1-Distill-Qwen-7B-awq-asym-uint4-g128-lmhead-onnx-hybrid",
        "recipe": "oga-hybrid",
        "max_prompt_length": 2000,
        "suggested": false,
        "labels": ["reasoning"]
    },
    "Mistral-7B-v0.3-Instruct-Hybrid": {
        "checkpoint": "amd/Mistral-7B-Instruct-v0.3-awq-g128-int4-asym-fp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Llama-3.1-8B-Instruct-Hybrid": {
        "checkpoint": "amd/Llama-3.1-8B-Instruct-awq-asym-uint4-g128-lmhead-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Llama-xLAM-2-8b-fc-r-Hybrid": {
        "checkpoint": "amd/Llama-xLAM-2-8b-fc-r-awq-g128-int4-asym-bfp16-onnx-hybrid",
        "recipe": "oga-hybrid",
        "suggested": true
    },
    "Qwen-2.5-7B-Instruct-NPU": {
        "checkpoint": "amd/Qwen2.5-7B-Instruct-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": true
    },
    "Qwen-2.5-1.5B-Instruct-NPU": {
        "checkpoint": "amd/Qwen2.5-1.5B-Instruct-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": true
    },
    "DeepSeek-R1-Distill-Llama-8B-NPU": {
        "checkpoint": "amd/DeepSeek-R1-Distill-Llama-8B-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": true
    },
    "DeepSeek-R1-Distill-Qwen-7B-NPU": {
        "checkpoint": "amd/DeepSeek-R1-Distill-Qwen-7B-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": false
    },
    "DeepSeek-R1-Distill-Qwen-1.5B-NPU": {
        "checkpoint": "amd/DeepSeek-R1-Distill-Qwen-1.5B-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": false
    },
    "Llama-3.2-3B-Instruct-NPU": {
        "checkpoint": "amd/Llama-3.2-3B-Instruct-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": false
    },
    "Llama-3.2-1B-Instruct-NPU": {
        "checkpoint": "amd/Llama-3.2-1B-Instruct-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": false
    },
    "Mistral-7B-v0.3-Instruct-NPU": {
        "checkpoint": "amd/Mistral-7B-Instruct-v0.3-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": true
    },
    "Phi-3.5-Mini-Instruct-NPU": {
        "checkpoint": "amd/Phi-3.5-mini-instruct-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": true
    },
    "ChatGLM-3-6b-Instruct-NPU": {
        "checkpoint": "amd/chatglm3-6b-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": false
    },
    "AMD-OLMo-1B-Instruct-NPU": {
        "checkpoint": "amd/AMD-OLMo-1B-SFT-DPO-awq-g128-int4-asym-bf16-onnx-ryzen-strix",
        "recipe": "oga-npu",
        "suggested": false
    },
    "Llama-3.2-1B-Instruct-DirectML": {
        "checkpoint": "amd/Llama-3.2-1B-Instruct-dml-int4-awq-block-128-directml",
        "recipe": "oga-igpu",
        "suggested": false
    },
    "Llama-3.2-3B-Instruct-DirectML": {
        "checkpoint": "amd/Llama-3.2-3B-Instruct-dml-int4-awq-block-128-directml",
        "recipe": "oga-igpu",
        "suggested": false
    },
    "Phi-3.5-Mini-Instruct-DirectML": {
        "checkpoint": "amd/phi3.5-mini-instruct-int4-awq-block-128-directml",
        "recipe": "oga-igpu",
        "suggested": false
    },
    "Qwen-1.5-7B-Chat-DirectML": {
        "checkpoint": "amd/Qwen1.5-7B-Chat-dml-int4-awq-block-128-directml",
        "recipe": "oga-igpu",
        "suggested": false
    },
    "Mistral-7B-v0.1-Instruct-DirectML": {
        "checkpoint": "amd/Mistral-7B-Instruct-v0.1-awq-g128-int4-onnx-directml",
        "recipe": "oga-igpu",
        "suggested": false
    },
    "Llama-3-8B-Instruct-DirectML": {
        "checkpoint": "amd/llama3-8b-instruct-awq-g128-int4-onnx-directml",
        "recipe": "oga-igpu",
        "suggested": false
    },
    "Qwen3-0.6B-GGUF": {
        "checkpoint": "unsloth/Qwen3-0.6B-GGUF:Q4_0",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "Qwen3-1.7B-GGUF": {
        "checkpoint": "unsloth/Qwen3-1.7B-GGUF:Q4_0",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "Qwen3-4B-GGUF": {
        "checkpoint": "unsloth/Qwen3-4B-GGUF:Q4_0",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "Qwen3-8B-GGUF": {
        "checkpoint": "unsloth/Qwen3-8B-GGUF:Q4_1",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "DeepSeek-Qwen3-8B-GGUF": {
        "checkpoint": "unsloth/DeepSeek-R1-0528-Qwen3-8B-GGUF:Q4_1",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "Qwen3-14B-GGUF": {
        "checkpoint": "unsloth/Qwen3-14B-GGUF:Q4_0",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "Qwen3-30B-A3B-GGUF": {
        "checkpoint": "unsloth/Qwen3-30B-A3B-GGUF:Q4_0",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning"]
    },
    "Qwen3-30B-A3B-Instruct-2507-GGUF": {
        "checkpoint": "unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF:Qwen3-30B-A3B-Instruct-2507-Q4_0.gguf",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["hot"]
    },
    "Qwen3-Coder-30B-A3B-Instruct-GGUF": {
        "checkpoint": "unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["coding","hot"]
    },
    "Gemma-3-4b-it-GGUF": {
        "checkpoint": "ggml-org/gemma-3-4b-it-GGUF:Q4_K_M",
        "mmproj": "mmproj-model-f16.gguf",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["vision"]
    },
    "Qwen2.5-VL-7B-Instruct-GGUF": {
        "checkpoint": "ggml-org/Qwen2.5-VL-7B-Instruct-GGUF:Q4_K_M",
        "mmproj": "mmproj-Qwen2.5-VL-7B-Instruct-f16.gguf",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["vision"]
    },
    "Llama-4-Scout-17B-16E-Instruct-GGUF": {
        "checkpoint": "unsloth/Llama-4-Scout-17B-16E-Instruct-GGUF:Q4_K_S",
        "mmproj": "mmproj-F16.gguf",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["vision"]
    },
    "Cogito-v2-llama-109B-MoE-GGUF": {
        "checkpoint": "unsloth/cogito-v2-preview-llama-109B-MoE-GGUF:Q4_K_M",
        "mmproj": "mmproj-F16.gguf",
        "recipe": "llamacpp",
        "suggested": false,
        "labels": ["vision"]
    },
    "nomic-embed-text-v1-GGUF": {
        "checkpoint": "nomic-ai/nomic-embed-text-v1-GGUF:Q4_K_S",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["embeddings"]
    },
    "nomic-embed-text-v2-moe-GGUF": {
        "checkpoint": "nomic-ai/nomic-embed-text-v2-moe-GGUF:Q8_0",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["embeddings"]
    },
    "bge-reranker-v2-m3-GGUF": {
        "checkpoint": "pqnet/bge-reranker-v2-m3-Q8_0-GGUF",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reranking"]
    },
    "jina-reranker-v1-tiny-en-GGUF": {
        "checkpoint": "mradermacher/jina-reranker-v1-tiny-en-GGUF:Q8_0",
        "recipe": "llamacpp",
        "suggested": false,
        "labels": ["reranking"]
    },
    "Devstral-Small-2507-GGUF":{
        "checkpoint": "mistralai/Devstral-Small-2507_gguf:Q4_K_M",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["coding"]
    },
    "Qwen2.5-Coder-32B-Instruct-GGUF": {
        "checkpoint": "Qwen/Qwen2.5-Coder-32B-Instruct-GGUF:Q4_K_M",
        "recipe": "llamacpp",
        "suggested": true,  
        "labels": ["coding"]
    },
    "gpt-oss-120b-GGUF": {
        "checkpoint": "unsloth/gpt-oss-120b-GGUF:Q4_K_M",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["hot", "reasoning"]
    },
    "gpt-oss-20b-GGUF": {
        "checkpoint": "unsloth/gpt-oss-20b-GGUF:Q4_K_M",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["hot", "reasoning"]
    },
    "GLM-4.5-Air-UD-Q4K-XL-GGUF": {
        "checkpoint": "unsloth/GLM-4.5-Air-GGUF:UD-Q4_K_XL",
        "recipe": "llamacpp",
        "suggested": true,
        "labels": ["reasoning","hot"]
    }
}
