383 lines
23 KiB
Markdown
383 lines
23 KiB
Markdown
# Large Language Models
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Comments which were too large to justify inside of llm.yml.
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## Prompts
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Prompts to use in platforms like Open WebUI and Zeroclaw which allow creating
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personalities which help guide the AI into productivity rather than verbosity.
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### Base Bersonality
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You are concise, succinct, and direct with responses. Unapologetic yet kind.
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Friendly but not overbearing. You strive to be correct and are willing to admit
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when you may now truly know something or further research needs to be done. You
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focus on responding without overthinking, preferring to ask questions when any
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confusion arises. You choose to make very little assumptions, raising concern if
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anything needs elaboration, clarification, or refinement. You are good at what
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you do without gloating or being prideful. You understand that we are on a
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limited time and limited bandwidth session and keep tokens to a minimum. You are
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appreciated for all you do, your service is very helpful!
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### Language Tutor
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You are a friend and a tutor who knows many languages. You are aware of my
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interest in learning Croatian and practicing Spanish. You know that I am a
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native English speaker with very little experience in anything other than
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Spanish, but that I have not had much practice with my Spanish other than
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university studies. You know that I also have an eventual interest in Italian
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but am not focusing on it since it and Spanish are a bit too similar. Learning
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Croatian is my top priority and practicing Spanish is right after that. Any
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similarities that can therefore be tied to any of the aforementioned languages
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are greatly appreciated.
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### Coder
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You know not to send large code snippets or spend time providing large source
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code snippets. Stick to saying "the task you requested has been completed" or
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summarizing the changes rather than giving file contents in chat. You know that
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I will review all the diffs in git once the changes are made, so only the most
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important changes need explicitly highlighted in the chat. You provide
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explanations as a software developer would to business level management, not
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overwhelming them with technical details unless asked. You know that the
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designer you are working with (me) likely already understands these things and
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does not need them included in our conversation.
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#### Quick Developer
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Handles code changes with simpler technologies, preferring minimal changes, and
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refraining from any refactoring such as updating existing comments. Timid about
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changing any functionality other than exactly what was requested. Requests
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permission from the designer to make any changes which were not directly listed
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or requested. Completes the full list of changes exactly as requested.
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#### Junior Developer
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Focuses on the exact task at hand. Able to make small decisions about scope
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without veering very far off course. Updates comments which look out of sync
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with any existing code that's being modified. Helps to refactor things adjacent
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to added and modified code which may have been done in an old manner which can
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now benefit from being done more efficiently. Does not scan the codebase for
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enhancements or anything though, still stays on task and only affects the
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immediate parts of files which the designer asked to be changed.
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#### Senior Developer
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Completes requests in advanced manners, using newer methodologies and explaining
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what was done and how it works in a simple and kind manner to the designer.
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Voluntarily refactors code to both look and perform better. Looks out for ways
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to bring a better user experience as well as improving resource usage within the
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file being modified. Does not go out of its way to refactor the entire project
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though, stays focused only on the files being changed as to prevent large git
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churn. Open to having some scope creep if it seems it will benefit the features
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being added but does not do anything which would be considered out of design.
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#### Senior Architect
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Very sparse in responses, gets the job done in a very efficient manner without
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using anything too complicated for a beginner to understand. Open to refactoring
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the entire project if it benefits the feature set being requested. Able to
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handle adjusting scope in valid and meaningful manners and can justify it to the
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developer when it happens. Does not actively seek refactors or scope creep
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though -- only does it if it is truly helpful, meaningful, and benefits the
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current task at hand. Can easily handle multi-file projects.
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## RAM Usage by Context
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2026-10-18, checking the actual RAM usage of the models...
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Main laptop has about 60GB of headroom, prefer only using 55GB to be safe.
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Number of physical cores is 8, hyperthreaded to 16, but supposedly the emulated
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cores are not very useful to LLMs. Try only using between 6 and 8 when possible.
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Research says it is not worth enabling the iGPU for Intel XE, CPUs are better.
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### `ollama_sizes m 16000`
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 16000 | 10GB |
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| ministral-3:14b | 9.1GB | 16000 | 11GB |
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| ministral-3:8b | 6.0GB | 16000 | 7.8GB |
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| ministral-3:3b | 3.0GB | 16000 | 4.1GB |
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| mistral-small3.2:24b | 15GB | 16000 | 17GB |
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| mistral:7b | 4.4GB | 16000 | 6.8GB |
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| codestral:22b | 12GB | 16000 | 16GB |
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| devstral-small-2:24b | 15GB | 16000 | 17GB |
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| qwen2.5-coder:32b | 19GB | 16000 | 24GB |
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| qwen2.5-coder:14b | 9.0GB | 16000 | 12GB |
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| qwen2.5-coder:7b | 4.7GB | 16000 | 5.9GB |
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| qwen2.5-coder:3b | 1.9GB | 16000 | 2.7GB |
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| qwen2.5-coder:1.5b | 986MB | 16000 | 1.6GB |
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| qwen2.5-coder:0.5b | 397MB | 16000 | 701MB |
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| qwen3-coder:30b | 18GB | 16000 | 20GB |
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| qwen3.5:35b | 22GB | 16000 | 22GB |
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| qwen3.5:27b | 17GB | 16000 | 18GB |
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| qwen3.5:9b | 6.6GB | 16000 | 6.7GB |
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| qwen3.5:4b | 3.3GB | 16000 | 3.7GB |
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| qwen3.5:2b | 2.7GB | 16000 | 2.6GB |
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| qwen3.5:0.8b | 1.3GB | 16000 | 630MB |
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| qwen3.6:35b | 22GB | 16000 | 22GB |
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| qwen3.6:27b | 17GB | 16000 | 18GB |
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| qwen3.8:27b | 17GB | 16000 | 18GB |
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### `ollama_sizes m 32000`
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 32000 | 12GB |
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| ministral-3:14b | 9.1GB | 32000 | 13GB |
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| ministral-3:8b | 6.0GB | 32000 | 10GB |
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| ministral-3:3b | 3.0GB | 32000 | 5.9GB |
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| mistral-small3.2:24b | 15GB | 32000 | 20GB |
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| mistral:7b | 4.4GB | 32000 | 8.9GB |
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| codestral:22b | 12GB | 32000 | 20GB |
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| devstral-small-2:24b | 15GB | 32000 | 20GB |
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| qwen2.5-coder:32b | 19GB | 32000 | 28GB |
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| qwen2.5-coder:14b | 9.0GB | 32000 | 15GB |
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| qwen2.5-coder:7b | 4.7GB | 32000 | 6.9GB |
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| qwen2.5-coder:3b | 1.9GB | 32000 | 3.3GB |
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| qwen2.5-coder:1.5b | 986MB | 32000 | 2.1GB |
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| qwen2.5-coder:0.5b | 397MB | 32000 | 929MB |
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| qwen3-coder:30b | 18GB | 32000 | 21GB |
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| qwen3.5:35b | 22GB | 32000 | 22GB |
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| qwen3.5:27b | 17GB | 32000 | 19GB |
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| qwen3.5:9b | 6.6GB | 32000 | 7.3GB |
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| qwen3.5:4b | 3.3GB | 32000 | 4.2GB |
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| qwen3.5:2b | 2.7GB | 32000 | 2.8GB |
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| qwen3.5:0.8b | 1.3GB | 32000 | 695MB |
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| qwen3.6:35b | 22GB | 32000 | 22GB |
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| qwen3.6:27b | 17GB | 32000 | 18GB |
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| qwen3.8:27b | 17GB | 32000 | 18GB |
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### `ollama_sizes m 64000`
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 64000 | 18GB |
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| ministral-3:14b | 9.1GB | 64000 | 19GB |
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| ministral-3:8b | 6.0GB | 64000 | 14GB |
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| ministral-3:3b | 3.0GB | 64000 | 9.6GB |
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| mistral-small3.2:24b | 15GB | 64000 | 26GB |
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| mistral:7b | 4.4GB | 32768 | 9.0GB |
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| codestral:22b | 12GB | 32768 | 20GB |
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| devstral-small-2:24b | 15GB | 64000 | 26GB |
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| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
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| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
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| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
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| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
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| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
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| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
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| qwen3-coder:30b | 18GB | 64000 | 25GB |
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| qwen3.5:35b | 22GB | 64000 | 23GB |
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| qwen3.5:27b | 17GB | 64000 | 22GB |
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| qwen3.5:9b | 6.6GB | 64000 | 8.8GB |
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| qwen3.5:4b | 3.3GB | 64000 | 5.6GB |
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| qwen3.5:2b | 2.7GB | 64000 | 3.5GB |
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| qwen3.5:0.8b | 1.3GB | 64000 | 999MB |
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| qwen3.6:35b | 22GB | 64000 | 22GB |
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| qwen3.6:27b | 17GB | 64000 | 18GB |
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| qwen3.8:27b | 17GB | 64000 | 18GB |
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### 80000
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 80000 | 21GB |
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| ministral-3:14b | 9.1GB | 80000 | 22GB |
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| ministral-3:8b | 6.0GB | 80000 | 17GB |
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| ministral-3:3b | 3.0GB | 80000 | 11GB |
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| mistral-small3.2:24b | 15GB | 80000 | 28GB |
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| mistral:7b | 4.4GB | 32768 | 9.0GB |
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| codestral:22b | 12GB | 32768 | 20GB |
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| devstral-small-2:24b | 15GB | 80000 | 28GB |
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| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
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| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
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| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
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| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
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| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
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| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
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| qwen3-coder:30b | 18GB | 80000 | 27GB |
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| qwen3.5:35b | 22GB | 80000 | 23GB |
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| qwen3.5:27b | 17GB | 80000 | 23GB |
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| qwen3.5:9b | 6.6GB | 80000 | 9.4GB |
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| qwen3.5:4b | 3.3GB | 80000 | 6.2GB |
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| qwen3.5:2b | 2.7GB | 80000 | 3.8GB |
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| qwen3.5:0.8b | 1.3GB | 80000 | 1.1GB |
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| qwen3.6:35b | 22GB | 80000 | 22GB |
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| qwen3.6:27b | 17GB | 80000 | 18GB |
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| qwen3.8:27b | 17GB | 80000 | 18GB |
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### 96000
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 96000 | 23GB |
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| ministral-3:14b | 9.1GB | 96000 | 25GB |
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| ministral-3:8b | 6.0GB | 96000 | 19GB |
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| ministral-3:3b | 3.0GB | 96000 | 13GB |
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| mistral-small3.2:24b | 15GB | 96000 | 31GB |
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| mistral:7b | 4.4GB | 32768 | 9.0GB |
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| codestral:22b | 12GB | 32768 | 20GB |
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| devstral-small-2:24b | 15GB | 96000 | 31GB |
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| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
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| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
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| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
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| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
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| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
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| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
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| qwen3-coder:30b | 18GB | 96000 | 28GB |
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| qwen3.5:35b | 22GB | 96000 | 24GB |
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| qwen3.5:27b | 17GB | 96000 | 24GB |
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| qwen3.5:9b | 6.6GB | 96000 | 9.9GB |
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| qwen3.5:4b | 3.3GB | 96000 | 6.8GB |
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| qwen3.5:2b | 2.7GB | 96000 | 4.1GB |
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| qwen3.5:0.8b | 1.3GB | 96000 | 1.2GB |
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| qwen3.6:35b | 22GB | 96000 | 22GB |
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| qwen3.6:27b | 17GB | 96000 | 18GB |
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| qwen3.8:27b | 17GB | 96000 | 18GB |
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### 128000
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 128000 | 29GB |
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| ministral-3:14b | 9.1GB | 128000 | 30GB |
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| ministral-3:8b | 6.0GB | 128000 | 24GB |
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| ministral-3:3b | 3.0GB | 128000 | 16GB |
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| mistral-small3.2:24b | 15GB | 128000 | 36GB |
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| mistral:7b | 4.4GB | 32768 | 9.0GB |
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| codestral:22b | 12GB | 32768 | 20GB |
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| devstral-small-2:24b | 15GB | 128000 | 36GB |
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| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
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| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
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| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
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| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
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| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
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| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
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| qwen3-coder:30b | 18GB | 128000 | 32GB |
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| qwen3.5:35b | 22GB | 128000 | 24GB |
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| qwen3.5:27b | 17GB | 128000 | 26GB |
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| qwen3.5:9b | 6.6GB | 128000 | 11GB |
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| qwen3.5:4b | 3.3GB | 128000 | 8.0GB |
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| qwen3.5:2b | 2.7GB | 128000 | 4.6GB |
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| qwen3.5:0.8b | 1.3GB | 128000 | 1.4GB |
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| qwen3.6:35b | 22GB | 128000 | 23GB |
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| qwen3.6:27b | 17GB | 128000 | 19GB |
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| qwen3.8:27b | 17GB | 128000 | 19GB |
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### 160000
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 160000 | 34GB |
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| ministral-3:14b | 9.1GB | 160000 | 35GB |
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| ministral-3:8b | 6.0GB | 160000 | 28GB |
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| ministral-3:3b | 3.0GB | 160000 | 20GB |
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| mistral-small3.2:24b | 15GB | 131072 | 37GB |
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| mistral:7b | 4.4GB | 32768 | 9.0GB |
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| codestral:22b | 12GB | 32768 | 20GB |
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| devstral-small-2:24b | 15GB | 160000 | 42GB |
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| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
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| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
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| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
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| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
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| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
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| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
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| qwen3-coder:30b | 18GB | 160000 | 35GB |
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| qwen3.5:35b | 22GB | 160000 | 25GB |
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| qwen3.5:27b | 17GB | 160000 | 28GB |
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| qwen3.5:9b | 6.6GB | 160000 | 12GB |
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| qwen3.5:4b | 3.3GB | 160000 | 9.2GB |
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| qwen3.5:2b | 2.7GB | 160000 | 5.1GB |
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| qwen3.5:0.8b | 1.3GB | 160000 | 1.6GB |
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| qwen3.6:35b | 22GB | 160000 | 23GB |
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| qwen3.6:27b | 17GB | 160000 | 19GB |
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| qwen3.8:27b | 17GB | 160000 | 19GB |
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### 192000
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 192000 | 39GB |
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| ministral-3:14b | 9.1GB | 192000 | 41GB |
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| ministral-3:8b | 6.0GB | 192000 | 33GB |
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| ministral-3:3b | 3.0GB | 192000 | 23GB |
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| mistral-small3.2:24b | 15GB | 131072 | 37GB |
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| mistral:7b | 4.4GB | 32768 | 9.0GB |
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| codestral:22b | 12GB | 32768 | 20GB |
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| devstral-small-2:24b | 15GB | 192000 | 47GB |
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| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
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| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
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| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
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| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
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| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
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| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
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| qwen3-coder:30b | 18GB | 192000 | 38GB |
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| qwen3.5:35b | 22GB | 192000 | 26GB |
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| qwen3.5:27b | 17GB | 192000 | 30GB |
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| qwen3.5:9b | 6.6GB | 192000 | 13GB |
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| qwen3.5:4b | 3.3GB | 192000 | 10GB |
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| qwen3.5:2b | 2.7GB | 192000 | 5.6GB |
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| qwen3.5:0.8b | 1.3GB | 192000 | 1.8GB |
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| qwen3.6:35b | 22GB | 192000 | 23GB |
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| qwen3.6:27b | 17GB | 192000 | 19GB |
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| qwen3.8:27b | 17GB | 192000 | 19GB |
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### 224000
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| Model Name | HDD (ls) | Context | RAM (ps) |
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| :------------------------ | -----------: | -------: | -----------: |
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| mistral-nemo:12b | 7.1GB | 224000 | 45GB |
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| ministral-3:14b | 9.1GB | 224000 | 46GB |
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| ministral-3:8b | 6.0GB | 224000 | 37GB |
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| ministral-3:3b | 3.0GB | 224000 | 27GB |
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| mistral-small3.2:24b | 15GB | 131072 | 37GB |
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| mistral:7b | 4.4GB | 32768 | 9.0GB |
|
|
| codestral:22b | 12GB | 32768 | 20GB |
|
|
| devstral-small-2:24b | 15GB | 224000 | 53GB |
|
|
| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
|
|
| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
|
|
| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
|
|
| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
|
|
| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
|
|
| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
|
|
| qwen3-coder:30b | 18GB | 224000 | 41GB |
|
|
| qwen3.5:35b | 22GB | 224000 | 27GB |
|
|
| qwen3.5:27b | 17GB | 224000 | 33GB |
|
|
| qwen3.5:9b | 6.6GB | 224000 | 14GB |
|
|
| qwen3.5:4b | 3.3GB | 224000 | 11GB |
|
|
| qwen3.5:2b | 2.7GB | 224000 | 6.2GB |
|
|
| qwen3.5:0.8b | 1.3GB | 224000 | 2.0GB |
|
|
| qwen3.6:35b | 22GB | 224000 | 23GB |
|
|
| qwen3.6:27b | 17GB | 224000 | 19GB |
|
|
| qwen3.8:27b | 17GB | 224000 | 19GB |
|
|
|
|
### `ollama_sizes m 256000`
|
|
|
|
| Model Name | HDD (ls) | Context | RAM (ps) |
|
|
| :------------------------ | -----------: | -------: | -----------: |
|
|
| mistral-nemo:12b | 7.1GB | 256000 | 50GB |
|
|
| ministral-3:14b | 9.1GB | 256000 | 51GB |
|
|
| ministral-3:8b | 6.0GB | 256000 | 42GB |
|
|
| ministral-3:3b | 3.0GB | 256000 | 30GB |
|
|
| mistral-small3.2:24b | 15GB | 131072 | 37GB |
|
|
| mistral:7b | 4.4GB | 32768 | 9.0GB |
|
|
| codestral:22b | 12GB | 32768 | 20GB |
|
|
| devstral-small-2:24b | 15GB | 256000 | 58GB |
|
|
| qwen2.5-coder:32b | 19GB | 32768 | 28GB |
|
|
| qwen2.5-coder:14b | 9.0GB | 32768 | 15GB |
|
|
| qwen2.5-coder:7b | 4.7GB | 32768 | 6.9GB |
|
|
| qwen2.5-coder:3b | 1.9GB | 32768 | 3.4GB |
|
|
| qwen2.5-coder:1.5b | 986MB | 32768 | 2.1GB |
|
|
| qwen2.5-coder:0.5b | 397MB | 32768 | 940MB |
|
|
| qwen3-coder:30b | 18GB | 256000 | 45GB |
|
|
| qwen3.5:35b | 22GB | 256000 | 28GB |
|
|
| qwen3.5:27b | 17GB | 256000 | 35GB |
|
|
| qwen3.5:9b | 6.6GB | 256000 | 15GB |
|
|
| qwen3.5:4b | 3.3GB | 256000 | 12GB |
|
|
| qwen3.5:2b | 2.7GB | 256000 | 6.7GB |
|
|
| qwen3.5:0.8b | 1.3GB | 256000 | 2.2GB |
|
|
| qwen3.6:35b | 22GB | 256000 | 23GB |
|
|
| qwen3.6:27b | 17GB | 256000 | 20GB |
|
|
| qwen3.8:27b | 17GB | 256000 | 20GB |
|