2024 llama.cpp 7840u

I briefly had a Macbook M3 Max with 64GB. It was pretty good at running local LLMs, but couldn't stand the ergonomics and not being able to run Linux, so returned it.

I picked up a Thinkpad P16s with an AMD 7840u to give Linux hardware a chance to catch up with Apple silicon. It's an amazing computer for the price, and can run LLMs. Here's how I set up llama.cpp to use ROCm.

Install ROCm, set an env variable for the 780m: export HSA_OVERRIDE_GFX_VERSION=11.0.0

clone llama.cpp and compile it:

make -j16 LLAMA_HIPBLAS=1 LLAMA_HIP_UMA=1 AMDGPU_TARGETS=gfx1030 DLLAMA_HIP_UMA= ON

run it like this:

./main -m /home/vid/jan/models/mistral-ins-7b-q4/mistral-7b-instruct-v0.2.Q4_K_M .gguf -p "example code for a lit Web Component that reverses a string" -n 50 -e -ngl 33 -n -1

ggml_cuda_init: found 1 ROCm devices:
  Device 0: AMD Radeon Graphics, compute capability 11.0, VMM: no
llm_load_tensors: ggml ctx size =    0.22 MiB
llm_load_tensors: offloading 32 repeating layers to GPU
llm_load_tensors: offloading non-repeating layers to GPU
llm_load_tensors: offloaded 33/33 layers to GPU
llm_load_tensors:      ROCm0 buffer size =  4095.05 MiB
llm_load_tensors:        CPU buffer size =    70.31 MiB
..............................................................................................
llama_new_context_with_model: n_ctx      = 512
llama_new_context_with_model: n_batch    = 512
llama_new_context_with_model: n_ubatch   = 512
llama_new_context_with_model: freq_base  = 1000000.0
llama_new_context_with_model: freq_scale = 1
llama_kv_cache_init:      ROCm0 KV buffer size =    64.00 MiB
llama_new_context_with_model: KV self size  =   64.00 MiB, K (f16):   32.00 MiB, V (f16):   32.00 MiB
llama_new_context_with_model:  ROCm_Host  output buffer size =     0.12 MiB
llama_new_context_with_model:      ROCm0 compute buffer size =    81.00 MiB
llama_new_context_with_model:  ROCm_Host compute buffer size =     9.01 MiB
llama_new_context_with_model: graph nodes  = 1030
llama_new_context_with_model: graph splits = 2

system_info: n_threads = 8 / 16 | AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | FMA = 1 | NEON = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 1 | SSE3 = 1 | SSSE3 = 1 | VSX = 0 | MATMUL_INT8 = 0 |
sampling:
        repeat_last_n = 64, repeat_penalty = 1.000, frequency_penalty = 0.000, presence_penalty = 0.000
        top_k = 40, tfs_z = 1.000, top_p = 0.950, min_p = 0.050, typical_p = 1.000, temp = 0.800
        mirostat = 0, mirostat_lr = 0.100, mirostat_ent = 5.000
sampling order:
CFG -> Penalties -> top_k -> tfs_z -> typical_p -> top_p -> min_p -> temperature
generate: n_ctx = 512, n_batch = 2048, n_predict = -1, n_keep = 1


 simple example code for a lit Web Component that reverses a string

```javascript
import { LitElement, html } from 'lit';
import { customElement, property } from 'lit/decorators.js';

@customElement('reverse-string')
class ReverseString extends LitElement {

  static styles = css`
    :host {
      display: block;
    }
  `;

  @property({ type: String }) input = ;

  render() {
    return html`
      <input type="text" value=${this.input} @input=${this._handleInput} />
      <button @click=${this._reverse}>Reverse</button>
      < p>${this._reversed}< /p>
    `;
  }

  _handleInput(event) {
    this.input = event.target.value;
  }

  _reverse() {
    this._reversed = this.input.split().reverse().join();
  }

  @property private _reversed = ;
}
```

```css
:host {
  display: block;
}
```

This is a simple example of a Lit Web Component that reverses a string. The component has an input field for the user to enter a string, and a button to reverse the string when clicked. The reversed string is displayed below the button.

The component uses the Lit library to define the custom element, and uses the `@customElement` decorator to define the element's name as 'reverse-string'. The `@property` decorator is used to define the input property, and the `static styles` property is used to define the component's styles.

In the `render` method, the input field and button are created using template literals, and the reversed string is displayed using a reactive property `_reversed`.

The input field's value is updated in the `_handleInput` method when the user types in the field, and the string is reversed in the `_reverse` method when the button is clicked. The reversed string is then assigned to the `_reversed` property, which updates the displayed string. [end of text]
 
llama_print_timings:        load time =    2488.76 ms
llama_print_timings:      sample time =      24.92 ms /   485 runs   (    0.05 ms per token, 19462.28 tokens per second)
llama_print_timings: prompt eval time =     576.45 ms /    14 tokens (   41.18 ms per token,    24.29 tokens per second)
llama_print_timings:        eval time =   38985.11 ms /   484 runs   (   80.55 ms per token,    12.41 tokens per second)
llama_print_timings:       total time =   39890.17 ms /   498 tokens
Log end

Type: Policy

Status: Adopted on 2/15/08

Source File: http://www.usmd.edu/newsroom/news/439

Description:

University System of Maryland (USM) Chancellor William E. Kirwan has launched a new initiative to promote environmental stewardship and sustainable practices across the system's universities, research institutions, and regional higher education centers. The chancellor's Environmental Sustainability and Climate Change Initiative will focus on developing policies, practices, and programs that will make the university system a national leader in institutional responses to the challenges of global climate change.

"Our universities have long been on the forefront of environmental education, research, and policymaking," said Chancellor Kirwan. "The initiative will utilize USM's strengths in these areas to establish sustainable and energy efficient practices across all of our campuses. We will also work to strengthen curricular offerings and opportunities for research and collaboration in environmental science, policy, and sustainable technologies."

"The University System of Maryland recognizes that we need to foster a sustainable environment to retain Maryland's quality of life and leading role in the nation's knowledge economy," said Donald Boesch, president of the University of Maryland Center for Environmental Science, whom Chancellor Kirwan has appointed the system's vice chancellor of environmental sustainability. "The best way to ensure that future generations of Marylanders inherit a healthy, sustainable environment is to lead by example and see to it that today's decisions contribute to a better tomorrow."

Goals of the USM sustainability initiative include:

• Reducing energy consumption system-wide by 15 percent and greenhouse gas emissions to 1990 levels by the year 2020 per Governor Martin O'Malley's EmPOWER Maryland initiative and Climate Change Commission recommendations as a way to save taxpayers money, reduce stress on Maryland's energy markets, and improve the environment;

• Crafting and enacting new policies for capital projects, human resources, and procurement to achieve these objectives;

• Conducting audits of greenhouse gas emission for all USM institutions and using best practices to reduce these emissions;

• Developing a system-wide strategy for campus sustainability and energy efficiency, including "green" building guidelines and sustainability benchmarks for all new construction and major facility renovations;

• Refocusing and strengthening instructional and research programs dealing with environmental sustainability and climate change;

• Bringing the expertise of USM's institutions to bear in addressing Maryland's three-part challenge of Chesapeake Bay restoration, growth, and climate change.

"Across the university system, I have met and spoken with many students who want sustainability to become a guiding principle for our universities and our society," said USM Student Regent Richard Scott, a senior at Frostburg State University and a member of the Maryland Student Climate Coalition (MSCC). The MSCC is a grassroots organization of USM students advocating for the adoption of sustainable practices and a policy of carbon neutrality across the university system. "I am very encouraged by the system's proactive stance and commitment to become a leader in responding to the challenges of global climate change."

The sustainability initiative is one of three new initiatives established by Chancellor Kirwan to address major challenges to Maryland's economic leadership, educational preparedness, and environmental quality. In addition to fostering system-wide sustainability, the chancellor has set two other priorities for his tenure: closing the college retention and graduation achievement gap for minority and underserved students and fostering the state's global economic competitiveness by increasing the number of STEM (science, technology, engineering, and math) teachers and graduates from USM institutions.

For more information on the USM sustainability initiative, visit: http://www.usmd.edu/usm/sustainability. It's definitely not going to win any speed prizes even though is a smaller model, but it could be ok for non time sensitive results, or where using a tiny, faster model is useful.

Type: Policy

Status: Adopted on 2/15/08

Source File: http://www.usmd.edu/newsroom/news/439

Description:

University System of Maryland (USM) Chancellor William E. Kirwan has launched a new initiative to promote environmental stewardship and sustainable practices across the system's universities, research institutions, and regional higher education centers. The chancellor's Environmental Sustainability and Climate Change Initiative will focus on developing policies, practices, and programs that will make the university system a national leader in institutional responses to the challenges of global climate change.

"Our universities have long been on the forefront of environmental education, research, and policymaking," said Chancellor Kirwan. "The initiative will utilize USM's strengths in these areas to establish sustainable and energy efficient practices across all of our campuses. We will also work to strengthen curricular offerings and opportunities for research and collaboration in environmental science, policy, and sustainable technologies."

"The University System of Maryland recognizes that we need to foster a sustainable environment to retain Maryland's quality of life and leading role in the nation's knowledge economy," said Donald Boesch, president of the University of Maryland Center for Environmental Science, whom Chancellor Kirwan has appointed the system's vice chancellor of environmental sustainability. "The best way to ensure that future generations of Marylanders inherit a healthy, sustainable environment is to lead by example and see to it that today's decisions contribute to a better tomorrow."

Goals of the USM sustainability initiative include:

• Reducing energy consumption system-wide by 15 percent and greenhouse gas emissions to 1990 levels by the year 2020 per Governor Martin O'Malley's EmPOWER Maryland initiative and Climate Change Commission recommendations as a way to save taxpayers money, reduce stress on Maryland's energy markets, and improve the environment;

• Crafting and enacting new policies for capital projects, human resources, and procurement to achieve these objectives;

• Conducting audits of greenhouse gas emission for all USM institutions and using best practices to reduce these emissions;

• Developing a system-wide strategy for campus sustainability and energy efficiency, including "green" building guidelines and sustainability benchmarks for all new construction and major facility renovations;

• Refocusing and strengthening instructional and research programs dealing with environmental sustainability and climate change;

• Bringing the expertise of USM's institutions to bear in addressing Maryland's three-part challenge of Chesapeake Bay restoration, growth, and climate change.

"Across the university system, I have met and spoken with many students who want sustainability to become a guiding principle for our universities and our society," said USM Student Regent Richard Scott, a senior at Frostburg State University and a member of the Maryland Student Climate Coalition (MSCC). The MSCC is a grassroots organization of USM students advocating for the adoption of sustainable practices and a policy of carbon neutrality across the university system. "I am very encouraged by the system's proactive stance and commitment to become a leader in responding to the challenges of global climate change."

The sustainability initiative is one of three new initiatives established by Chancellor Kirwan to address major challenges to Maryland's economic leadership, educational preparedness, and environmental quality. In addition to fostering system-wide sustainability, the chancellor has set two other priorities for his tenure: closing the college retention and graduation achievement gap for minority and underserved students and fostering the state's global economic competitiveness by increasing the number of STEM (science, technology, engineering, and math) teachers and graduates from USM institutions.

For more information on the USM sustainability initiative, visit: http://www.usmd.edu/usm/sustainability.