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update llm

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Elijah McMorris 2025-07-25 13:13:32 -07:00
parent 2f0a5bb468
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Signed by: NexVeridian
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185
content/blog/llm-inference-benchmarks.md
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@ -6,48 +6,49 @@ date = 2025-05-06
tags = ["llm", "benchmarks", "llm-benchmarks", "lm-studio"] tags = ["llm", "benchmarks", "llm-benchmarks", "lm-studio"]
+++ +++
| Size (B) | Speed (T/s) | Model | Type | Quant | Spec Dec (B) | Spec Quant | | Size (B) | Speed (T/s) | Model | Type | Quant | Spec Dec (B) | Spec Quant |
|----------|-------------|-----------------|------|--------|--------------|------------| |----------|-------------|---------------------|------|--------|--------------|------------|
| 1.5 | 282 | qwen 2.5 | MLX | 4 | - | - | | 1.5 | 282 | qwen 2.5 | MLX | 4 | - | - |
| 1.5 | 76 | qwen 2.5 | MLX | 8 | - | - | | 1.5 | 76 | qwen 2.5 | MLX | 8 | - | - |
| 7 | 70 | qwen 2.5 | GUFF | Q4_K_M | - | - | | 7 | 70 | qwen 2.5 | GUFF | Q4_K_M | - | - |
| 7 | 101 | qwen 2.5 | MLX | 4 | - | - | | 7 | 101 | qwen 2.5 | MLX | 4 | - | - |
| 7 | 58 | qwen 2.5 | MLX | 8 | - | - | | 7 | 58 | qwen 2.5 | MLX | 8 | - | - |
| 12 | 35 | wayfarer | GUFF | Q6_K | - | - | | 12 | 35 | wayfarer | GUFF | Q6_K | - | - |
| 12 | 65 | wayfarer | MLX | 4 | - | - | | 12 | 65 | wayfarer | MLX | 4 | - | - |
| 12 | 45 | wayfarer | MLX | 6 | - | - | | 12 | 45 | wayfarer | MLX | 6 | - | - |
| 12 | 36 | wayfarer | MLX | 8 | - | - | | 12 | 36 | wayfarer | MLX | 8 | - | - |
| 14 | 36 | qwen 2.5 | GUFF | Q4_K_M | - | - | | 14 | 36 | qwen 2.5 | GUFF | Q4_K_M | - | - |
| 14 | 52 | qwen 2.5 | MLX | 4 | - | - | | 14 | 52 | qwen 2.5 | MLX | 4 | - | - |
| 14 | 55 | qwen 2.5 | MLX | 4 | 1.5 | 4 | | 14 | 55 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
| 14 | 30 | qwen 2.5 | MLX | 8 | - | - | | 14 | 30 | qwen 2.5 | MLX | 8 | - | - |
| 24 | 35 | mistral small 3 | MLX | 4 | - | - | | 24 | 35 | mistral small 3 | MLX | 4 | - | - |
| 32 | 18 | qwen 2.5 | GUFF | Q4_K_M | - | - | | 32 | 18 | qwen 2.5 | GUFF | Q4_K_M | - | - |
| 32 | 23 | qwen 2.5 | MLX | 4 | - | - | | 32 | 23 | qwen 2.5 | MLX | 4 | - | - |
| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 | | 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
| 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 | | 32 | 30 | qwen 2.5 | MLX | 4 | 1.5 | 4 |
| 32 | 34 | qwen 2.5 | MLX | 4 | 1.5 | 8 | | 32 | 34 | qwen 2.5 | MLX | 4 | 1.5 | 8 |
| 32 | 26 | qwen 2.5 r1 | MLX | 4 | 1.5 | 4 | | 32 | 26 | qwen 2.5 r1 | MLX | 4 | 1.5 | 4 |
| 32 | 33 | qwen 2.5 coder | MLX | 4 | 1.5 | 4 | | 32 | 33 | qwen 2.5 coder | MLX | 4 | 1.5 | 4 |
| 32 | 31 | qwen 2.5 coder | MLX | 4 | 3 | 4 | | 32 | 31 | qwen 2.5 coder | MLX | 4 | 3 | 4 |
| 32 | 25 | qwq | MLX | 3 | - | - | | 32 | 25 | qwq | MLX | 3 | - | - |
| 32 | 24 | qwq | MLX | 4 | - | - | | 32 | 24 | qwq | MLX | 4 | - | - |
| 32 | 18 | qwq | MLX | 4 | 1.5 | 4 | | 32 | 18 | qwq | MLX | 4 | 1.5 | 4 |
| 32 | 22 | qwq | MLX | 4 | 1.5 | 8 | | 32 | 22 | qwq | MLX | 4 | 1.5 | 8 |
| 32 | 16 | qwq | MLX | 4 | 7 | 4 | | 32 | 16 | qwq | MLX | 4 | 7 | 4 |
| 32 | 16 | qwq | MLX | 4 | 7 | 8 | | 32 | 16 | qwq | MLX | 4 | 7 | 8 |
| 32 | 16 | qwq | MLX | 6 | - | - | | 32 | 16 | qwq | MLX | 6 | - | - |
| 32 | 16 | qwq | MLX | 6 | 1.5 | 4 | | 32 | 16 | qwq | MLX | 6 | 1.5 | 4 |
| 32 | 16 | qwq | MLX | 6 | 1.5 | 8 | | 32 | 16 | qwq | MLX | 6 | 1.5 | 8 |
| 70 | 12 | wayfarer large | GUFF | Q2_K_S | - | - | | 70 | 12 | wayfarer large | GUFF | Q2_K_S | - | - |
| 70 | 15 | wayfarer large | MLX | 3 | - | - | | 70 | 15 | wayfarer large | MLX | 3 | - | - |
| 30 - A3 | 93 | qwen 3 | MLX | 4 | - | - | | 30 - A3 | 93 | qwen 3 | MLX | 4 | - | - |
| 30 - A3 | 76 | qwen 3 | MLX | 4 | 1.7 | 4 | | 30 - A3 | 76 | qwen 3 | MLX | 4 | 1.7 | 4 |
| 30 - A3 | 81 | qwen 3 | MLX | 6 | - | - | | 30 - A3 | 81 | qwen 3 | MLX | 6 | - | - |
| 30 - A3 | 70 | qwen 3 | MLX | 6 | 1.7 | 4 | | 30 - A3 | 70 | qwen 3 | MLX | 6 | 1.7 | 4 |
| 30 - A3 | 70 | qwen 3 | MLX | 8 | - | - | | 30 - A3 | 70 | qwen 3 | MLX | 8 | - | - |
| 32 | 22 | qwen 3 | MLX | 4 | - | - | | 32 | 22 | qwen 3 | MLX | 4 | - | - |
| 32 | 26 | qwen 3 | MLX | 4 | 1.7 | 4 | | 32 | 26 | qwen 3 | MLX | 4 | 1.7 | 4 |
| 24 | 18 | Devstral Small 2507 | MLX | 8 | - | - |
# mlx convert and upload to huggingface # mlx convert and upload to huggingface
https://huggingface.co/docs/hub/en/mlx https://huggingface.co/docs/hub/en/mlx
@ -78,103 +79,3 @@ or use https://huggingface.co/spaces/mlx-community/mlx-my-repo
| Temp | Min P | Top P | Top K | Repeat P | | Temp | Min P | Top P | Top K | Repeat P |
|------|-------|-------|-------|----------| |------|-------|-------|-------|----------|
| 0.7 | 0.00 | 0.80 | 20 | 1.5 | | 0.7 | 0.00 | 0.80 | 20 | 1.5 |
## Prompt Template
```
{%- if tools %}
{{- '<|im_start|>system\n' }}
{%- if messages[0].role == 'system' %}
{{- messages[0].content + '\n\n' }}
{%- endif %}
{{- "# 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>" }}
{%- for tool in tools %}
{{- "\n" }}
{{- tool | tojson }}
{%- endfor %}
{{- "\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" }}
{%- else %}
{%- if messages[0].role == 'system' %}
{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
{%- for message in messages[::-1] %}
{%- set index = (messages|length - 1) - loop.index0 %}
{%- set tool_start = "<tool_response>" %}
{%- set tool_start_length = tool_start|length %}
{%- set start_of_message = message.content[:tool_start_length] %}
{%- set tool_end = "</tool_response>" %}
{%- set tool_end_length = tool_end|length %}
{%- set start_pos = (message.content|length) - tool_end_length %}
{%- if start_pos < 0 %}
{%- set start_pos = 0 %}
{%- endif %}
{%- set end_of_message = message.content[start_pos:] %}
{%- if ns.multi_step_tool and message.role == "user" and not(start_of_message == tool_start and end_of_message == tool_end) %}
{%- set ns.multi_step_tool = false %}
{%- set ns.last_query_index = index %}
{%- endif %}
{%- endfor %}
{%- for message in messages %}
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
{%- elif message.role == "assistant" %}
{%- set content = message.content %}
{%- set reasoning_content = '' %}
{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
{%- set reasoning_content = message.reasoning_content %}
{%- else %}
{%- if '</think>' in message.content %}
{%- set content = (message.content.split('</think>')|last).lstrip('\n') %}
{%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\n') %}
{%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\n') %}
{%- endif %}
{%- endif %}
{%- if loop.index0 > ns.last_query_index %}
{%- if loop.last or (not loop.last and reasoning_content) %}
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
{%- else %}
{{- '<|im_start|>' + message.role + '\n' + content }}
{%- endif %}
{%- else %}
{{- '<|im_start|>' + message.role + '\n' + content }}
{%- endif %}
{%- if message.tool_calls %}
{%- for tool_call in message.tool_calls %}
{%- if (loop.first and content) or (not loop.first) %}
{{- '\n' }}
{%- endif %}
{%- if tool_call.function %}
{%- set tool_call = tool_call.function %}
{%- endif %}
{{- '<tool_call>\n{"name": "' }}
{{- tool_call.name }}
{{- '", "arguments": ' }}
{%- if tool_call.arguments is string %}
{{- tool_call.arguments }}
{%- else %}
{{- tool_call.arguments | tojson }}
{%- endif %}
{{- '}\n</tool_call>' }}
{%- endfor %}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- elif message.role == "tool" %}
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
{{- '<|im_start|>user' }}
{%- endif %}
{{- '\n<tool_response>\n' }}
{{- message.content }}
{{- '\n</tool_response>' }}
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
{{- '<|im_start|>assistant\n' }}
{%- if enable_thinking is defined and enable_thinking is false %}
{{- '<think>\n\n</think>\n\n' }}
{%- endif %}
{%- endif %}
```

35
justfile
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@ -14,12 +14,17 @@ docker:
uv: uv:
uv venv uv venv
uv pip install huggingface_hub hf_transfer mlx_lm "mlx_lm[quant]" just uv_install
uv run huggingface-cli login uv run hf auth login
# just mlx_create "Qwen/Qwen3-30B-A3B" "3 4 5 6 8" "/Users/elijahmcmorris/.cache/lm-studio/models" NexVeridian false true uv_install:
uv pip install -U huggingface_hub hf_transfer mlx_lm "mlx_lm[train]" tiktoken
# uv pip install -U huggingface_hub hf_transfer "git+https://github.com/ml-explore/mlx-lm@main" "git+https://github.com/ml-explore/mlx-lm@main[train]"
# just mlx_create "Qwen/Qwen3-30B-A3B" "3 4 5 6 8" "/Users/elijahmcmorris/.cache/lm-studio/models" NexVeridian true true
mlx_create hf_url quant lm_studio_path org="mlx-community" upload_repo="false" clean="true": mlx_create hf_url quant lm_studio_path org="mlx-community" upload_repo="false" clean="true":
#!/usr/bin/env bash #!/usr/bin/env bash
just uv_install
repo_name=$(basename {{hf_url}}) repo_name=$(basename {{hf_url}})
just clean_lmstudio "{{hf_url}}" "{{quant}}" "{{lm_studio_path}}" "{{org}}" just clean_lmstudio "{{hf_url}}" "{{quant}}" "{{lm_studio_path}}" "{{org}}"
@ -32,6 +37,7 @@ mlx_create hf_url quant lm_studio_path org="mlx-community" upload_repo="false" c
--hf-path {{hf_url}} \ --hf-path {{hf_url}} \
-q \ -q \
--q-bits ${q} \ --q-bits ${q} \
--trust-remote-code \
--upload-repo {{org}}/${repo_name}-${q}bit \ --upload-repo {{org}}/${repo_name}-${q}bit \
--mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit --mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit
else else
@ -39,6 +45,7 @@ mlx_create hf_url quant lm_studio_path org="mlx-community" upload_repo="false" c
--hf-path {{hf_url}} \ --hf-path {{hf_url}} \
-q \ -q \
--q-bits ${q} \ --q-bits ${q} \
--trust-remote-code \
--mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit --mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit
fi fi
@ -47,41 +54,41 @@ mlx_create hf_url quant lm_studio_path org="mlx-community" upload_repo="false" c
fi fi
done done
# just mlx_create_dynamic "Qwen/Qwen3-30B-A3B" 4 8 "/Users/elijahmcmorris/.cache/lm-studio/models" NexVeridian false false # just mlx_create_dynamic "Qwen/Qwen3-14B" 4 8 "/Users/elijahmcmorris/.cache/lm-studio/models" NexVeridian true false
# https://github.com/ml-explore/mlx-lm/blob/main/mlx_lm/LEARNED_QUANTS.md # https://github.com/ml-explore/mlx-lm/blob/main/mlx_lm/LEARNED_QUANTS.md
mlx_create_dynamic hf_url low high lm_studio_path org="mlx-community" upload_repo="false" clean="true": mlx_create_dynamic hf_url low high lm_studio_path org="mlx-community" upload_repo="false" clean="true":
#!/usr/bin/env bash #!/usr/bin/env bash
just uv_install
repo_name=$(basename {{hf_url}}) repo_name=$(basename {{hf_url}})
rm -r {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}-{{high}}bit || true rm -r {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}bit-{{high}}bit || true
uv run mlx_lm.dynamic_quant \ uv run mlx_lm.dynamic_quant \
--model {{hf_url}} \ --model {{hf_url}} \
--low-bits {{low}} \ --low-bits {{low}} \
--high-bits {{high}} \ --high-bits {{high}} \
--mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}-{{high}}bit --mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}bit-{{high}}bit
if [[ {{upload_repo}} == "true" ]]; then if [[ {{upload_repo}} == "true" ]]; then
uv run mlx_lm.upload \ uv run mlx_lm.upload \
--path {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}-{{high}}bit \ --path {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}bit-{{high}}bit \
--upload-repo {{org}}/${repo_name}-{{low}}-{{high}}bit --upload-repo {{org}}/${repo_name}-{{low}}bit-{{high}}bit
fi fi
if [[ {{clean}} == "true" ]]; then if [[ {{clean}} == "true" ]]; then
rm -r {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}-{{high}}bit || true rm -r {{lm_studio_path}}/{{org}}/${repo_name}-{{low}}bit-{{high}}bit || true
fi fi
# just mlx_create_dwq "Qwen/Qwen3-30B-A3B" "4" "/Users/elijahmcmorris/.cache/lm-studio/models" NexVeridian false false # just mlx_create_dwq "Qwen/Qwen3-30B-A3B" "4" "/Users/elijahmcmorris/.cache/lm-studio/models" NexVeridian true false
# https://github.com/ml-explore/mlx-lm/blob/main/mlx_lm/LEARNED_QUANTS.md # https://github.com/ml-explore/mlx-lm/blob/main/mlx_lm/LEARNED_QUANTS.md
# https://github.com/ml-explore/mlx-lm/blob/main/mlx_lm/quant/dwq.py
mlx_create_dwq hf_url quant lm_studio_path org="mlx-community" upload_repo="false" clean="true": mlx_create_dwq hf_url quant lm_studio_path org="mlx-community" upload_repo="false" clean="true":
#!/usr/bin/env bash #!/usr/bin/env bash
just uv_install
repo_name=$(basename {{hf_url}}) repo_name=$(basename {{hf_url}})
teacher_q="8" teacher_q="8"
just clean_lmstudio "{{hf_url}}" "{{quant}}" "{{lm_studio_path}}" "{{org}}" "-DWQ-${teacher_q}bit" just clean_lmstudio "{{hf_url}}" "{{quant}}" "{{lm_studio_path}}" "{{org}}" "-DWQ-${teacher_q}bit"
just mlx_create "{{hf_url}}" "${teacher_q}" "{{lm_studio_path}}" "{{org}}" "false" "false"
just clean_lmstudio "{{hf_url}}" "${teacher_q}" "{{lm_studio_path}}" "{{org}}"
for q in {{quant}}; do for q in {{quant}}; do
rm {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit-DWQ rm {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit-DWQ
@ -91,7 +98,7 @@ mlx_create_dwq hf_url quant lm_studio_path org="mlx-community" upload_repo="fals
--quantized-model {{org}}/${repo_name}-${teacher_q}bit \ --quantized-model {{org}}/${repo_name}-${teacher_q}bit \
--bits ${q} \ --bits ${q} \
--group-size 32 \ --group-size 32 \
--num-samples 1024 \ --num-samples 512 \
--batch-size 1 \ --batch-size 1 \
--max-seq-length 512 \ --max-seq-length 512 \
--mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit-DWQ-${teacher_q}bit --mlx-path {{lm_studio_path}}/{{org}}/${repo_name}-${q}bit-DWQ-${teacher_q}bit