llm-inference-benchmarks
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content/blog/llm-inference-benchmarks.md
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content/blog/llm-inference-benchmarks.md
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title = "LLM Inference Benchmarks - Apple M4 Max 48GB 16 Core 16-inch using LM Studio"
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date = 2025-05-06
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[taxonomies]
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tags = ["llm", "benchmarks", "llm-benchmarks", "lm-studio"]
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| Size (B) | Speed (T/s) | Model | Type | Quant | Spec Dec (B) | Spec Quant |
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|----------|-------------|-----------------|------|--------|--------------|------------|
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| 1.5 | 282 | qwen 2.5 | MLX | 4 | - | - |
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| 1.5 | 76 | qwen 2.5 | MLX | 8 | - | - |
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| 7 | 70 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 7 | 101 | qwen 2.5 | MLX | 4 | - | - |
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| 7 | 58 | qwen 2.5 | MLX | 8 | - | - |
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| 12 | 35 | wayfarer | GUFF | Q6_K | - | - |
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| 12 | 65 | wayfarer | MLX | 4 | - | - |
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| 12 | 45 | wayfarer | MLX | 6 | - | - |
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| 12 | 36 | wayfarer | MLX | 8 | - | - |
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| 14 | 36 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 14 | 52 | qwen 2.5 | MLX | 4 | - | - |
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| 14 | 55 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 14 | 30 | qwen 2.5 | MLX | 8 | - | - |
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| 24 | 35 | mistral small 3 | MLX | 4 | - | - |
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| 32 | 18 | qwen 2.5 | GUFF | Q4_K_M | - | - |
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| 32 | 23 | qwen 2.5 | MLX | 4 | - | - |
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| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
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| 32 | 34 | qwen 2.5 | MLX | 4 | 1.5 | 8 |
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| 32 | 26 | qwen 2.5 r1 | MLX | 4 | 1.5 | 4 |
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| 32 | 33 | qwen 2.5 coder | MLX | 4 | 1.5 | 4 |
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| 32 | 31 | qwen 2.5 coder | MLX | 4 | 3 | 4 |
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| 32 | 25 | qwq | MLX | 3 | - | - |
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| 32 | 24 | qwq | MLX | 4 | - | - |
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| 32 | 18 | qwq | MLX | 4 | 1.5 | 4 |
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| 32 | 22 | qwq | MLX | 4 | 1.5 | 8 |
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| 32 | 16 | qwq | MLX | 4 | 7 | 4 |
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| 32 | 16 | qwq | MLX | 4 | 7 | 8 |
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| 32 | 16 | qwq | MLX | 6 | - | - |
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| 32 | 16 | qwq | MLX | 6 | 1.5 | 4 |
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| 32 | 16 | qwq | MLX | 6 | 1.5 | 8 |
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| 70 | 12 | wayfarer large | GUFF | Q2_K_S | - | - |
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| 70 | 15 | wayfarer large | MLX | 3 | - | - |
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| 30 - A3 | 93 | qwen 3 | MLX | 4 | - | - |
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| 30 - A3 | 76 | qwen 3 | MLX | 4 | 1.7 | 4 |
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| 30 - A3 | 81 | qwen 3 | MLX | 6 | - | - |
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| 30 - A3 | 70 | qwen 3 | MLX | 6 | 1.7 | 4 |
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| 30 - A3 | 70 | qwen 3 | MLX | 8 | - | - |
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| 32 | 22 | qwen 3 | MLX | 4 | - | - |
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| 32 | 26 | qwen 3 | MLX | 4 | 1.7 | 4 |
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# mlx convert and upload to huggingface
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https://huggingface.co/docs/hub/en/mlx
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https://huggingface.co/mlx-community
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```bash
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uv venv
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uv pip install huggingface_hub hf_transfer mlx_lm
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uv run huggingface-cli login
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just mlx_create "Qwen/QwQ-32B" "4 6 8" "/Users/elijahmcmorris/.cache/lm-studio/models" "false"
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# or
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uv run mlx_lm.convert --hf-path Qwen/QwQ-32B -q --q-bits 4 --upload-repo mlx-community/QwQ-32B-4bit --mlx-path /Users/elijahmcmorris/.cache/lm-studio/models/mlx-community/QwQ-32B-4bit
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```
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or use https://huggingface.co/spaces/mlx-community/mlx-my-repo
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# LLM Settings.md
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## Qwen 3
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| Temp | Min P | Top P | Top K | Repeat P |
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|------|-------|-------|-------|----------|
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| 0.6 | 0.00 | 0.95 | 20 | - |
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## Qwen 3 `/no_think`
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| Temp | Min P | Top P | Top K | Repeat P |
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|------|-------|-------|-------|----------|
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| 0.7 | 0.00 | 0.80 | 20 | 1.5 |
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## QWQ
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| Temp | Min P | Top P | Repeat P |
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|------|-------|-------|----------|
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| 0.7 | 0.05 | 0.95 | - |
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| 1.5 | 0.10 | 1.00 | - |
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## Prompt Template
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```
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0].role == 'system' %}
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{{- messages[0].content + '\n\n' }}
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{%- endif %}
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{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- set tool_start = "<tool_response>" %}
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{%- set tool_start_length = tool_start|length %}
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{%- set start_of_message = message.content[:tool_start_length] %}
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{%- set tool_end = "</tool_response>" %}
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{%- set tool_end_length = tool_end|length %}
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{%- set start_pos = (message.content|length) - tool_end_length %}
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{%- if start_pos < 0 %}
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{%- set start_pos = 0 %}
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{%- endif %}
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{%- set end_of_message = message.content[start_pos:] %}
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{%- if ns.multi_step_tool and message.role == "user" and not(start_of_message == tool_start and end_of_message == tool_end) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{%- set content = message.content %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in message.content %}
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{%- set content = (message.content.split('</think>')|last).lstrip('\n') %}
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{%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\n') %}
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{%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\n') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if loop.last or (not loop.last and reasoning_content) %}
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '\n' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- if enable_thinking is defined and enable_thinking is false %}
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{{- '<think>\n\n</think>\n\n' }}
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{%- endif %}
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{%- endif %}
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```
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40
justfile
40
justfile
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@ -11,3 +11,43 @@ docker:
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docker run -d --rm -p 80:80 --name nexveridian-web nexveridian-web:latest
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docker run -d --rm -p 80:80 --name nexveridian-web nexveridian-web:latest
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rm -rf result
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rm -rf result
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docker image prune -f
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docker image prune -f
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# just mlx_create "Qwen/QwQ-32B" "4 6 8" "/Users/elijahmcmorris/.cache/lm-studio/models" "false"
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mlx_create hf_url quant lm_studio_path upload_repo="false":
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#!/usr/bin/env bash
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just clean_lmstudio "{{hf_url}}" "{{quant}}" "{{lm_studio_path}}"
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for q in {{quant}}; do
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echo -e '\nConverting {{hf_url}} to '"$q"'-bit quantization\n'
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repo_name=$(basename {{hf_url}})
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rm {{lm_studio_path}}/mlx-community/${repo_name}-${q}bit
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if [[ {{upload_repo}} == "true" ]]; then
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uv run mlx_lm.convert \
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--hf-path {{hf_url}} \
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-q \
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--q-bits ${q} \
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--upload-repo mlx-community/${repo_name}-${q}bit \
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--mlx-path {{lm_studio_path}}/mlx-community/${repo_name}-${q}bit
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else
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uv run mlx_lm.convert \
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--hf-path {{hf_url}} \
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-q \
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--q-bits ${q} \
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--mlx-path {{lm_studio_path}}/mlx-community/${repo_name}-${q}bit
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fi
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done
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just clean_lmstudio "{{hf_url}}" "{{quant}}" "{{lm_studio_path}}"
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clean_hf:
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rm -r ~/.cache/huggingface/hub/*
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# just clean_lmstudio "Qwen/QwQ-32B" "4 6 8" "/Users/elijahmcmorris/.cache/lm-studio/models"
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clean_lmstudio hf_url quant lm_studio_path:
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#!/usr/bin/env bash
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repo_name=$(basename {{hf_url}})
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for q in {{quant}}; do
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rm -r {{lm_studio_path}}/mlx-community/${repo_name}-${q}bit || true
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done
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