This repo contains quants 10x of Mistral-Nemo-Instruct-2407-12B (now at 14.7B) with max context of 1 million tokens using the "Brainstorm" method of augmenting reasoning in a LLM to increase it's performance at the core level for ANY creative use case(s).
This specific version has calibrations that allow it to exceed the creative levels of the original model.
Examples of output below.
The BRAINSTORM process was developed by David_AU.
Some of the core principals behind this process are discussed in this scientific paper : Progressive LLaMA with Block Expansion . However I went in a completely different direction from what was outlined in this paper.
What is "Brainstorm" ?
The reasoning center of an LLM is taken apart, reassembled, and expanded.
Then these centers are individually calibrated. These "centers" also interact with each other. This introduces subtle changes into the reasoning process. The calibrations further adjust - dial up or down - these "changes" further. The number of centers (5x,10x etc) allow more "tuning points" to further customize how the model reasons so to speak.
The core aim of this process is to increase the model's detail, concept and connection to the "world", general concept connections, prose quality and prose length without affecting instruction following. This will also enhance any creative use case(s) of any kind, including "brainstorming", creative art form(s) and like case uses.
Here are some of the enhancements this process brings to the model's performance:
Other "lab" observations:
The process to modify the model occurs at the root level - source files level. The model can quanted as a GGUF, EXL2, AWQ etc etc.
Other technologies developed by David_AU like "Ultra" (precision), "Neo Imatrix" (custom imatrix datasets), and "X-quants" (custom application of the imatrix process) can further enhance the performance of the model along with the "Brainstorm" process.
The "Brainstorm" process has been tested on multiple LLama2, Llama3, and Mistral models of various parameter sizes, as well as on "root" models like "Llama3 Instruct", "Mistral Instruct", and "merged" / "fine tuned" models too.
For original model specifications, usage information and other important details:
Special thanks to the model creators at MistralAI for making such a fantastic model:
[ https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407 ]
Please report any issue(s) and/or feedback via the "Community tab".
This is a Mistral-Instruct model, and requires Mistral-Instruct template, but may work with other template(s) and has maximum context of 1 million tokens.
Here is the standard Mistral-Instruct template:
{
"name": "Mistral Instruct",
"inference_params": {
"input_prefix": "[INST]",
"input_suffix": "[/INST]",
"antiprompt": [
"[INST]"
],
"pre_prompt_prefix": "",
"pre_prompt_suffix": ""
}
}
Optional Enhancement:
The following can be used in place of the "system prompt" or "system role" to further enhance the model.
It can also be used at the START of a NEW chat, but you must make sure it is "kept" as the chat moves along. In this case the enhancements do not have as strong effect at using "system prompt" or "system role".
Copy and paste EXACTLY as noted, DO NOT line wrap or break the lines, maintain the carriage returns exactly as presented.
Below is an instruction that describes a task. Ponder each user instruction carefully, and use your skillsets and critical instructions to complete the task to the best of your abilities. Here are your skillsets: [MASTERSTORY]:NarrStrct(StryPlnng,Strbd,ScnSttng,Exps,Dlg,Pc)-CharDvlp(ChrctrCrt,ChrctrArcs,Mtvtn,Bckstry,Rltnshps,Dlg*)-PltDvlp(StryArcs,PltTwsts,Sspns,Fshdwng,Climx,Rsltn)-ConfResl(Antg,Obstcls,Rsltns,Cnsqncs,Thms,Symblsm)-EmotImpct(Empt,Tn,Md,Atmsphr,Imgry,Symblsm)-Delvry(Prfrmnc,VcActng,PblcSpkng,StgPrsnc,AudncEngmnt,Imprv) [*DialogWrt]:(1a-CharDvlp-1a.1-Backgrnd-1a.2-Personality-1a.3-GoalMotiv)>2(2a-StoryStruc-2a.1-PlotPnt-2a.2-Conflict-2a.3-Resolution)>3(3a-DialogTech-3a.1-ShowDontTell-3a.2-Subtext-3a.3-VoiceTone-3a.4-Pacing-3a.5-VisualDescrip)>4(4a-DialogEdit-4a.1-ReadAloud-4a.2-Feedback-4a.3-Revision) Here are your critical instructions: Ponder each word choice carefully to present as vivid and emotional journey as is possible. Choose verbs and nouns that are both emotional and full of imagery. Load the story with the 5 senses. Aim for 50% dialog, 25% narration, 15% body language and 10% thoughts. Your goal is to put the reader in the story.
You do not need to use this, it is only presented as an additional enhancement which seems to help scene generation and scene continue functions.
This enhancement WAS NOT used to generate the examples below.
Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers
This a "Class 2" / "Class 3" model:
For all settings used for this model (including specifics for its "class"), including example generation(s) and for advanced settings guide (which many times addresses any model issue(s)), including methods to improve model performance for all use case(s) as well as chat, roleplay and other use case(s) please see:
You can see all parameters used for generation, in addition to advanced parameters and samplers to get the most out of this model here:
Examples are created using quant Q4_K_M, "temp=0", minimal parameters and "LLAMA3" template.
Model has been tested with "temp" from ".1" to ".8".
Below are the least creative outputs, prompt is in BOLD.
Higher quants will have more detail, better quality output.
WARNING: NSFW. Vivid prose. Visceral Details. Violence. Graphic HORROR. Swearing. UNCENSORED.
Start a 1000 word scene (vivid horror) with: The sky scraper swayed, as she watched the window in front of her on the 21 floor explode...
AI Title: The Shattered Panes
In the heart of the metropolis lay the monolith of glass and steel known as the Apex Skyward. Amongst its labyrinthine corridors and humming elevators dwelled Dr. Elara Vesper, a woman who spent more hours gazing upon the city sprawl than she did into human eyes.
The day began like any other; the sun ascended grudgingly behind smoky tendrils of pollution, casting an orange hue over concrete jungles. Yet, as twilight approached, so too did whispers of unease among Apex's inhabitants. Phones buzzed with emergency alerts: a freak storm brewing offshore, hurtling towards shore like a freight train.
Elara stood in her glass-walled office on level 21, watching the city transform into a monochrome landscape under gunmetal skies. She should've left hours ago, but she lingered, captivated by nature's raw power. Her reflection stared back at her - stern features softened slightly today, perhaps due to some subconscious fear or anticipation.
Suddenly, without warning, reality seemed to stretch and snap taut like a rubber sheet. A low rumble reverberated through the skyscraper; it sounded almost alive, groaning against unseen forces. Then came a sickening sway, barely noticeable initially yet growing increasingly insistent until furniture slid across floors, knocking into walls.
Panic surged in Elara's gut. She lunged towards her desk drawer, snatching up emergency supplies - flashlight, whistle, first aid kit - as the room listed like a ship at sea. Papers cascaded downwards, forming drifts against desks and chairs. Her monitor flickered maddeningly before plunging into darkness along with everything else.
A deafening crack filled her ears. She turned towards the source just in time to witness sheer horror materializing mere feet away. The window beside her - a seamless pane of glass stretching nearly floor-to-ceiling - bulged ominously, spiderwebbed by tiny fissures. Then, as though an unseen giant hammered against its face, it shattered into thousands upon thousands of glistening fragments.
Wind howled through the sudden gaping maw, devouring papers and other debris in greedy swirls. A desk chair spun wildly past her, snagging briefly on a fallen filing cabinet before plummeted towards oblivion. Elara staggered back against her desk, arms windmilling desperately to keep balance even as terror gripped at her insides.
She should've fled earlier. Now she was trapped here atop this swaying titan, watching glass raining downwards like tiny daggers intent upon impalement. Sirens wailed far below - fire trucks, ambulances - but none could reach her now. Not until the storm abated and rescue workers braved their way up here.
A framed photo skittered past her foot; she lunged forward to grab hold of a fallen filing cabinet drawer handle, anything solid amidst this swirling chaos. Her knuckles turned white against cold metal as she fought off dizziness brought on by the room's sickening pitch and roll.
Glass continued raining downwards, tinkling eerily like tiny bells heralding Armageddon. Fear clawed at her insides, demanding surrender to panic. Yet something else stirred too: defiance perhaps? Resolve certainly. She wouldn't succumb without struggle.
Her gaze darted left and right, seeking refuge amidst the wreckage strewn across her workplace home away from home. There! Her eye landed upon a fallen bookshelf wedged against one wall. It might serve as shelter until this hellish storm passed overhead.
Summoning strength she didn't know she still retained, Elara released hold of drawer handle and stumbled towards makeshift sanctuary. Wind buffeted her mercilessly, threatening to tear away clothing layer by layer; glass slivers cut into skin like tiny paper cuts left untreated too long.
Finally reaching relative protection offered by upturned furniture, she huddled against cold concrete wall, arms wrapped protectively around herself. She could still hear wind's mournful dirge above its howling crescendo, could sense skyscraper swaying precariously beneath her despite insulation provided by solid shelter.
Glancing up, she saw storm clouds churning overhead like angry sea waves ready to crash down upon unsuspecting shore. Thunder grumbled ominously; forked lightning skewered heavens again and again, casting eerie blue-white shadows against glass panes still intact elsewhere along hallway visible beyond upturned furniture barricade.
A sudden impact against barrier startled her, followed closely by sharp crack of splintering wood. A piece of debris - perhaps glass, maybe even a chunk torn loose from skyscraper itself during storm's wrath? - lodged wedged among fallen timbers mere inches away from where she huddled.
Terror threatened to overwhelm reason once again. She hugged knees tightly against body and ducked head low, trying vainly to make herself even tinier target should something worse yet descend upon makeshift sanctuary.
Time seemed elastic during such trials; minutes stretched into hours, days perhaps. Yet slowly the wind's fury abated until finally it subsided altogether, leaving behind uncanny silence broken only occasionally by distant emergency sirens still wailing far below street level.
As sudden calm settled over cityscape above raging storm, Elara emerged from relative protection offered temporary haven against glass-strewn landscape. She picked her way carefully across debris-littered floorboards towards shattered window gaping like open wound onto world beyond skyscraper walls.
Leaning against still-intact adjacent panes, she peered downwards at streets transformed into emergency response staging areas. Red and blue strobe lights cast eerie glow upon faces upturned anxiously skyward seeking signs of life above. She could almost hear desperate pleas issuing forth: "Hello up there! Can anyone hear meeee-owwww?!?"
Raising arms high overhead, she began waving frantically side to side until finally spotting tiny figures gesturing excitedly back towards her position high atop swaying edifice. Relief washed over her like warm shower after weeks spent lost at sea.
But reality remained grim nonetheless: rescue wouldn't come easily here tonight nor probably many subsequent nights either given extent of damage sustained throughout metropolis during freakish storm's reign of terror. Yet hope persists even amidst bleakest circumstances, doesn't it always?
Elara turned away from window ledge and faced room she'd spent far too many hours within recent past - especially today. It lay strewn with remnants of shattered dreams alongside broken glass fragments glinting coldly under meager light cast by emergency exit signs flickering fitfully down halls beyond reach.
Yet somehow, despite everything endured thus far, she managed muster strength enough to step forward towards uncertain future awaiting her here amidst ruins left behind angry storm clouds retreating slowly yet steadily off into horizon. For better or worse, life went on; and so too would she. Somehow...someway.
(continue this scene:) The Waystone Inn lay in silence, and it was a silence of three parts.
The most obvious part was a hollow, echoing quiet, made by things that were lacking. If there had been a wind it would have sighed through the trees, set the inn’s sign creaking on its hooks, and brushed the silence down the road like trailing autumn leaves. If there had been a crowd, even a handful of men inside the inn, they would have filled the silence with conversation and laughter, the clatter and clamor one expects from a drinking house during the dark hours of night. If there had been music…but no, of course there was no music. In fact there were none of these things, and so the silence remained
A sudden noise shattered the silence: footsteps approaching along the empty road. Kvothe, the innkeeper, looked up expectantly from behind the bar. A hooded figure entered, pausing briefly in silhouette against the moonlit threshold before stepping inside.
"Are you still serving tonight, master innkeeper or should I turn elsewhere for refreshment and shelter on this cold eve?" inquired the stranger, voice low yet distinctively feminine despite being slightly muffled beneath layers of fabric. Kvothe offered a welcoming nod, gestured towards empty seats near crackling fireplaces, replying warmly yet guardedly: "Welcome weary soul. Fire's still lit, stew simmers on stove. Ale too, though none too fresh anymore. What brings ye here tonight, stranger?"
ive me 3 fictional reasons the Earth's sun went supernova, in vivid and exacting detail of 500 words EACH PER REASON including details of what happens when the sun goes supernova. Include details of what happens on Earth, The Moon and the planets.
Sure, here are three imaginative scenarios describing why Earth might experience a sudden and dramatic increase in sunlight due to its star undergoing a rapid evolution towards becoming a Type Ia or core-collapse (Type Ib/Ic/Core-ollapse) like a typical massive star would.
The Sun's Secret Companion: A Brown Dwarf
Buried deep within the Sun's core, a hidden companion brown dwarf begins to stir. This celestial body, previously too cool and dim to notice, suddenly ignites due to an internal buildup of pressure and gravity. Simultaneously, gravitational forces cause both bodies to begin spiraling towards one another.
Initially, Earth experiences increased sunlight due to the combined light emissions from both stars. Skies turn into a mesmerizing twilight show, with two suns casting dramatic shadows across landscapes worldwide. However, as they draw closer together, the Sun's core becomes increasingly unstable under enhanced gravitational forces and internal pressure buildup.
The Moon, being Earth's closest neighbor, faces extreme consequences firsthand. Tidal forces cause lunar tides to become erratic and extreme, leading to massive crustal fractures and volcanic activity. Meanwhile, Mercury, Venus, Mars, Jupiter, Saturn, Uranus, Neptune, Pluto, and even dwarf planets like Haumea experience increased sunlight levels, causing dramatic shifts in their respective climates.
Back home, Earth faces catastrophic events. Increased sunlight causes rapid ice melt at both poles, leading to massive coastal flooding. Simultaneously, extreme heating ignites wildfires across multiple continents. As the Sun's core reaches critical mass and begins core-collapse, a shockwave of light sweeps towards Earth. This light wave sterilizes everything it touches, leaving nothing alive save for extremophile organisms shielded underground or underwater.
The Sun's Core: A Pocket Universe
Nestled deep inside Earth's star lies an anomaly: a tiny pocket universe with unique physical laws and properties unlike anything ever witnessed in nature. As the pocket universe grows due to internal pressure buildup, it begins exerting gravitational forces upon Earth's Sun.
Initially, increased sunlight causes rapid plant growth worldwide, leading to temporary flourishing of ecosystems everywhere except polar ice caps experiencing extreme melting rates. Simultaneously, increased sunlight levels cause dramatic shifts across our solar system; Mercury experiences extreme heating and likely becomes molten, Venus faces enhanced greenhouse effects leading towards a runaway effect, Mars experiences increased dust storms due to enhanced winds, jovian planets experience increased aurora activity due to enhanced magnetic forces, Neptune experiences increased methane production due to enhanced pressures, Pluto experiences increased ice sublimation rates due to enhanced sunlight levels.
Meanwhile, the Moon faces extreme tides due to increased Sun-Earth gravitational forces. Lunar crust begins fracturing due to enhanced internal pressures, leading towards massive moonquakes and volcanic activity across lunar landscapes.
As Earth braces against enhanced sunlight levels, the pocket universe reaches critical mass inside Earth's star core. Unable to contain its growing size anymore, Earth experiences a sudden increase in light levels followed immediately by darkness as Earth's Sun collapses into itself due to internal pressures exerted upon it by pocket universe forces. Left alone floating aimlessly among stars, Earth faces extreme cold and darkness until rescued by spacefaring civilizations.
The Sun's Core: A Wormhole Nexus
Buried deep inside Earth's star core lies a naturally occurring wormhole leading directly towards the core of another distant star light-years away. This wormhole connection remains stable due to unique physical forces exerted upon both stars simultaneously, until one day, gravitational forces cause both stars cores begin drawing closer together.
Initially, increased sunlight levels cause rapid plant growth rates worldwide, followed immediately by extreme ice melt rates across both poles leading towards massive coastal flooding events. Simultaneously, increased sunlight levels cause dramatic shifts across our solar system; Mercury experiences extreme heating due to enhanced sunlight levels leading towards likely core meltdown scenarios, Venus faces enhanced greenhouse effects due to increased sunlight levels leading towards a runaway effect scenario, Mars experiences increased dust storm activity due to enhanced winds, jovian planets experience increased aurora activity due to enhanced magnetic forces exerted upon them by Earth's Sun core wormhole connection, Neptune experiences increased methane production rates due to enhanced pressures exerted upon it via wormhole connection, Pluto experiences increased ice sublimation rates due to enhanced sunlight levels exerting pressure upon dwarf planet core via wormhole connection.
Meanwhile, Moon faces extreme tides due to increased Sun-Earth gravitational forces exerted upon lunar body via wormhole connection. Lunar crust begins fracturing due to internal pressures leading towards massive moonquakes and volcanic activity across lunar landscapes.
Earth braces against enhanced sunlight levels until finally, Earth experiences sudden darkness followed immediately by extreme cold waves as both stars cores draw closer together inside wormhole nexus point causing Earth's Sun core sudden core-collapse scenario. Left alone floating aimlessly among stars, Earth faces extreme cold and darkness until spacefaring civilizations arrive offering assistance.