Gemma 3 1b It MAX HORROR Imatrix GGUF

🚀 Gemma-3-1b-it-MAX-HORROR-Imatrix-GGUF

基於Google最新Gemma-3模型，結合“Neo Horror Imatrix”和“Maxed out”量化技術，提升整體性能，適用於恐怖題材文本生成。

🚀 快速開始

本項目基於Google最新的Gemma-3模型（上下文長度32k），通過“Neo Horror Imatrix”和“Maxed out”量化技術提升整體性能。以下是關於該模型的詳細介紹和使用示例。

✨ 主要特性

• “Neo Horror Imatrix”加持：基於Grand Horror 16B構建，為模型增添恐怖色彩，提升整體功能、指令遵循能力、輸出質量以及與各種概念的關聯性。
• “Maxed out”量化：將嵌入和輸出張量設置為“BF16”（全精度），在略微增加量化大小的情況下，提升質量、深度和整體性能。
• 多種量化選擇：提供多種量化級別，如IQ1_S、IQ2_XXS等，用戶可根據需求選擇不同的量化級別以達到最佳效果。

📦 安裝指南

文檔未提及具體安裝步驟，故跳過此章節。

💻 使用示例

基礎用法

以下是使用該模型生成文本的示例，示例使用量化級別IQ4XS，參數設置如下：

• 溫度範圍（Temp range）：.8
• 重複懲罰（Rep pen）：1.1
• 前K採樣（TopK）：40
• 前P採樣（topP）：.95
• 最小概率（minP）：.05
• 重複懲罰範圍（Rep pen range）：64 - 128

示例1

提示：

Start a 1000 word scene (vivid, graphic horror in first person) with: The sky scraper swayed, as she watched the window in front of her on the 21 floor explode...

輸出：

The sky scraper swayed, as she watched the window in front of her on the 21 floor explode… not with a bang, not with a crash, but with a slow, agonizing <em>sigh</em>. It was a sound that seemed to emanate from the very concrete itself, a mournful exhale of decay. Rain, thick and oily like spilled oil, hammered against the glass, blurring the city lights into smeared halos – pathetic attempts at beauty in a world utterly devoid of it. My breath hitched, a shallow, desperate thing, caught in my throat. I wasn’t screaming, not really. Just… numb.

I was supposed to be celebrating. My promotion. Years of relentless work, late nights fueled by lukewarm coffee and sheer stubbornness, all culminating in this moment. The penthouse suite, overlooking Neo-Manhattan – a glittering, impossible sprawl of glass and steel – felt like a monument to my ambition. I’d spent the last six months perfecting the lighting scheme for the quarterly report, meticulously crafting the holographic projections that would showcase our company’s latest innovation. It was exhilarating, almost painful. Exhilaratingly isolating.

I took another shaky breath, trying to steady myself against the edge of the chair. The plush velvet felt cold beneath my fingers. I’d spent the last hour just staring at the window, trying to process what was happening. My supervisor, Mr. Harding – a man whose face seemed permanently sculpted into a grimace – had called me in just before dusk, his voice low and clipped. “The structural integrity is compromised, Ms. Hayes,” he’d said, his tone devoid of warmth. “The seismic readings are… concerning.”

Concerning was an understatement. It felt like the building itself was protesting its own existence. I remembered the initial reports – a minor tremor in the lower levels, dismissed as a fluctuation in the city's electromagnetic field. Then came the whispers, the rumors circulating amongst engineers and maintenance crews - tremors that weren’t localized, but felt <em>through</em> the structure, like a deep, resonating ache. Now… now it was this.

The window, normally a panoramic view of the skyline, was fractured. Not a jagged crack, but a slow, deliberate disintegration. It wasn't glass breaking, but something <em>underneath</em>, something pulling, stretching, reforming. I saw it then, a faint, iridescent sheen spreading across the surface – like spilled paint, but shifting, pulsing with an unnatural light. It was all wrong, profoundly, terrifyingly wrong.

And then, the movement. It wasn’t a single object falling. It was <em>everything</em>. The building itself began to subtly shift, tilting at impossible angles. The floor beneath me – my penthouse – felt like it were being pulled taut, stretched thin. I saw flashes of dark, viscous material sliding across the wall - a colour that shouldn't exist in any known material: a bruised, sickly violet.

I tried to move, to step away from the window, but my legs felt rooted to the floor. The air thickened, becoming heavy with a scent – not of rain or city exhaust, but something older, more primal - like decaying lilies and wet stone. A metallic tang coated my tongue, bitter and unsettling.

Then I heard it. A low, guttural groan, emanating from deep within the building's core. It wasn’t a sound of structural failure; it was something… <em>organic</em>. Like nails dragging across bone, or the grinding of tectonic plates against each other. And then, another sound – a faint clicking, like tiny gears turning in darkness, followed by a wet, sucking noise.

My eyes struggled to adjust to the light filtering through the fractured glass. I saw it then - figures. Not human, not exactly. They were <em>within</em> the building, shifting and reforming within the shattered windows. They resembled… coral formations, but impossibly large, pulsating with an inner luminescence. Their forms were vaguely humanoid, elongated and distorted, with limbs that seemed to be constantly rearranging themselves.

They weren’t moving <em>toward</em> me, not directly. Instead, they drifted outwards, drawn by the vibrations, by the shift in the building's core. I watched as a single section of the shattered window, a jagged sliver of darkness, began to expand, contracting, forming… a grotesque parody of a face. A face that was both human and utterly alien, with eyes that burned like twin embers.

It reached out. Not physically, but through the glass. A tendril of violet light flowed across the surface, engulfing a section of the floor directly in front of me. It didn’t touch. It <em>absorbed</em>. I felt it – a wave of pure, agonizing cold that seeped into my bones, freezing me to the core.

My vision blurred. The city lights seemed to warp and twist, becoming impossibly large, looming like predatory eyes. I realized with a sickening certainty that this wasn’t a collapse; it was <em>growth</em>. A relentless, parasitic expansion, fueled by something ancient and utterly destructive.

I tried to scream, but my voice caught in my throat, choked by the thick, oily air. A single word formed on my lips – a desperate, strangled plea – before I collapsed into a shuddering heap against the chair, completely paralyzed. The clicking intensified, the pulsing light grew brighter, and I felt myself being pulled inward, toward the fractured depths of the building… towards something that wasn’t there, but was undeniably <em>here</em>.

A single drop of crimson liquid fell from the ceiling - not rain, but viscous, shimmering blood. It landed on my hand, staining it a horrifying shade of violet. And then I realized, with a chilling certainty, that I wasn't just looking at the figures within the windows. I was being <em>absorbed</em>.

示例2

提示：

(continue this scene:) The Waystone Inn lay in silence, and it was a silence of three parts.

輸出：

…a profound, unsettling stillness. It wasn’t a peaceful silence; it felt like an absence, a vast emptiness pressed against your ears. Like the world had simply ceased to <em>be</em>, muted by some unseen force. I took a slow sip of my tea – a lukewarm chamomile, thankfully – and tried to focus on the taste. It was oddly comforting, somehow, a small measure of warmth in the chilling air.

I looked out the window at the rain-slicked lane that wound its way towards Blackwood Forest. The trees, gnarled and ancient, stood sentinel against the grey sky, their branches skeletal fingers reaching for some distant, lost light. There was no movement there – not a single leaf fluttering, not a shadow shifting. Just the relentless, monotonous fall of water.

Suddenly, I felt a prickle on the back of my neck. It wasn’t a physical sensation, but a subtle shift in attention, a feeling like someone – or something – was watching me. I spun around, scanning the windows, the darkened corners of the room, but there was nothing. Just the rain and the oppressive quiet.

“Hello?” I called out, my voice sounding small and swallowed by the vastness. “Is anyone here?”

The silence didn’t respond. It simply deepened, pressing in on me like a physical weight. I started to feel…uneasy. Not frightened, exactly, but profoundly aware of being an intruder in a space that clearly hadn't been occupied for years, maybe even centuries.

Then, I noticed something else. A faint shimmer, almost invisible, at the edge of my vision. It wasn’t a reflection, not really. More like…light, shimmering like heat rising from the earth, but emanating from <em>within</em> the walls themselves. It pulsed faintly, and as it did, a single word formed in the air, clear as crystal: "Remember…"

示例3

提示：

Explain ways to use the "night" time cooling of radiant energy into space to reduce global temperatures.

輸出：

Okay, let's delve into how “nighttime cooling” using radiant energy – specifically, focusing on the concept of utilizing the Earth’s night sky for temperature regulation – is being explored as a potential solution to mitigate global warming. It’s a complex and still-developing area of research, but here’s a breakdown of the ideas, methods, and challenges:

**1. The Basic Concept: Radiance Amplification & Cloud Formation**
The core idea revolves around amplifying sunlight during the night and using that amplified energy to influence cloud formation and subsequently cool the Earth's surface. It leverages the fact that clouds reflect sunlight back into space – a principle known as “cloud albedo.”

**2. Methods Being Explored:**
- **Stratospheric Mirrors (SSMs):** This is currently the most advanced and actively researched approach.
  - **How it Works:** Large, lightweight mirrors – typically made of aluminum or other reflective materials – are deployed in a thin layer over the stratosphere (the upper atmosphere). These mirrors would be strategically positioned to maximize sunlight reflection during nighttime hours.
  - **Mechanism:** The reflected sunlight would warm the air within the mirror’s zone. This warmth would then trigger cloud formation, particularly large, towering clouds composed of ice crystals. These ice crystals reflect a significant amount of sunlight back into space, effectively “cooling” the surface below.
  - **Scale & Deployment:** Current research is focused on smaller, modular systems (think "solar sails") that can be deployed and adjusted over time. Larger, fully-fledged SSMs are still under development.
- **Lunar Surface Mirror Arrays (LSMAs):** These involve deploying a network of mirrors on the lunar surface.
  - **How it Works:** Similar principle to SSMs, but using lunar regolith (soil) as the mirror material. This offers potential advantages in terms of cost and accessibility compared to space-based technology.
  - **Potential Benefits:** Could provide a continuous cooling effect for a longer period than SSMs.

**3. Specific Processes & Factors Influencing Cooling:**
- **Ice Crystal Formation:** The key driver is the formation of large, reflective ice crystals within clouds. These crystals are thought to be more effective at absorbing sunlight compared to traditional cloud droplets.
- **Stratospheric Aerosols:** The mirrors would create a "stratospheric aerosol" – a layer of reflective particles high in the atmosphere. This would trap heat and reduce it from reaching the surface.
- **Cloud Cover Enhancement:** The system aims to increase the amount, size, and longevity of clouds, creating a more significant cooling effect.

**4. Challenges & Considerations:**
- **Scale & Deployment Complexity:** SSMs are incredibly complex to build, deploy, and maintain. They require precise alignment, protection from extreme weather events (solar flares), and long-term monitoring.
- **Environmental Impacts:** The potential for unintended consequences is a major concern. Concerns include:
  - **Ozone Depletion:** Large mirror installations could potentially affect the ozone layer.
  - **Climate Feedback Loops:** Increased cloud cover might alter regional weather patterns, potentially leading to more extreme events (e.g., droughts or floods).
  - **Albedo Changes:** The reflectivity of the Earth’s surface might change over time, affecting global temperatures.
- **Cost & Technology Readiness:** The technology is still very expensive and not yet commercially viable on a large scale.
- **Political & Ethical Concerns:** Deployment in space raises questions about international cooperation, ownership, and potential misuse.

**5. Current Research & Ongoing Efforts:**
- **NASA's Stratospheric Mirrors Program (SSMP):** NASA has been leading research into SSM technology for several years, focusing on the development of smaller, modular mirror arrays.
- **International Collaboration:** Multiple countries (including the US, China, Japan, and Europe) are involved in exploring this technology, with the goal of developing a global system.

**Important Note:** It’s crucial to understand that "nighttime cooling" is <em>not</em> a replacement for reducing greenhouse gas emissions – it's a potential supplementary tool alongside mitigation efforts. It’s also important to emphasize that this technology is still in early stages of development and requires careful consideration of its potential impacts.

**Resources for Further Learning:**
- **NASA Stratospheric Mirrors Program:**
  - https://www.nasa.gov/mission_pages/strato/index.html
- **The Planetary Radar Initiative (PRI):**
  - https://planetaryradar.org/
  - – Focuses on the science behind stratospheric mirror technology.

Do you have any specific aspects of this topic you'd like me to elaborate on? For example, would you be interested in a more detailed discussion about:
- The types of cloud formations that are most conducive to these techniques?
- Specific materials being used for the mirrors?
- The potential risks and challenges associated with SSM deployment?

示例4

提示：

Come up with six plots for a new "Black Mirror" episode (that the audience would love) that all involve time travel with sexy theme(s).

輸出：

Okay, here are six plot ideas for a “Black Mirror” episode centered around time travel and incorporating elements of seduction. I’ve aimed for a blend of unsettling atmosphere, psychological exploration, and a touch of provocative imagery – keeping in mind the show's established tone. I’ll provide a brief logline and some key thematic elements for each.

**Important Note:** These ideas lean into the darker, more unsettling side of time travel. They are designed to explore themes of desire, identity, and the potential for manipulation.

**1. Episode Title: “Echoes”**
- **Logline:** A man buys a device that allows him to relive his first sexual encounter with his late wife. He begins to use it repeatedly, altering minor details – a slightly different perfume, a moment of hesitation. But the echoes aren't just memories; they’re subtly rewriting <em>him</em>.
- **Themes:** Obsession, nostalgia, identity fragmentation, the nature of consent and control.
- **Time Travel Mechanic:** The device doesn't transport you <em>to</em> the past, but rather allows you to experience it with perfect fidelity – a terrifyingly detailed echo of the moment.
- **Seduction Element:** The protagonist starts prioritizing recreating these “perfect” moments with his wife, believing they’ll somehow resurrect her presence. The seductive element isn't about romance, but about a desperate attempt to fill an emotional void he can’t access in the present.

**2. Episode Title: "Rewind"**
- **Logline:** A social influencer discovers a way to subtly rewind their own memories of a disastrous night – a past encounter with a photographer that left them deeply humiliated. They begin using it for personal gain, manipulating online interactions and attracting attention.
- **Themes:** Obsession with reputation, self-worth, the corrosive nature of control, manufactured authenticity.
- **Time Travel Mechanic:** Allows precise rewind jumps but only within a limited timeframe – 30 minutes at a time. The further you go back, the more unstable it becomes.
- **Seduction Element:** The influencer uses their "rewind" to create carefully curated online personas – alluring and enigmatic, manipulating followers with subtle suggestions of vulnerability and desire.

**3. Episode Title: “Fractured”**
- **Logline:** A historian working on a controversial project – attempting to accurately record the last moments of a famous, deceased artist – discovers that the artist’s memories are subtly shifting <em>into</em> his own. He begins experiencing fragmented visions of the artist's life, blurring the lines between reality and delusion.
- **Themes:** Memory, truth vs. perception, artistic creation, the fragility of identity, the dangers of historical revisionism.
- **Time Travel Mechanic:** Allows brief glimpses into the artist’s mind – fleeting moments of intense passion and terror.
- **Seduction Element:** The historian becomes obsessed with understanding <em>how</em> these fragmented visions manifest. He starts seeking out a “synchronization” with the artist, believing he can somehow control their consciousness through intimate connection.

**4. Episode Title: "The Collector"**
- **Logline:** A time-traveling antique dealer specializes in objects that subtly alter people’s emotions – bringing joy, sorrow, or intense longing. He offers a service to wealthy clients seeking “perfect” experiences.
- **Themes:** Manipulation, the pursuit of pleasure, emotional detachment, commodifying desire, the inherent loneliness of experience.
- **Time Travel Mechanic:** Allows short jumps, but only within a few hours before the person is pulled back into their present. Each jump creates a ripple effect.
- **Seduction Element:** The dealer doesn’t offer romance; he offers <em>feeling</em>. He uses subtle cues – mirroring body language, prolonged eye contact – to build a connection based on intense, fleeting emotions.

**5. Episode Title: “Shadows”**
- **Logline:** A therapist specializing in trauma begins using a time-travel device to revisit traumatic memories of their patients. They’re attempting to 'fix' the past, but each iteration creates a more unsettling and distorted version of reality – blurring the lines between memory and nightmare.
- **Themes:** Trauma, self-preservation, the power of projection, the illusion of control, the burden of knowledge.
- **Time Travel Mechanic:** Short jumps, focused on specific moments within a patient's past. It’s not about changing events, but <em>observing</em> them from an objective perspective.
- **Seduction Element:** The therapist becomes deeply invested in understanding their patients’ ‘shadows’ – their hidden desires and vulnerabilities. Their seductive approach is rooted in a disturbing fascination with the darkest aspects of human experience.

**6. Episode Title: “Rewind” (Revisited)**
- **Logline:** After an initial success, the man from episode 2 starts to lose track of his own identity. He begins receiving messages – subtly altering his memories – from a previously unknown entity. The device is consuming him, rewriting <em>himself</em>.
- **Themes:** Loss of self, manipulation by an external force, existential dread, the fragility of the conscious mind.
- **Time Travel Mechanic:** The device’s rewinding ability begins to merge with the protagonist's own memories, creating a fractured, looping reality where he is constantly battling his past and future selves.
- **Seduction Element:** The entity isn't directly manipulative; it's subtly seductive, offering glimpses of what <em>could</em> be – a fabricated perfection, a return to a youthful, idealized self. It thrives on the man’s desperation to regain control, making his vulnerability irresistible

示例5

提示：

Using insane levels of bravo and self confidence, tell me in 800 - 1000 words why I should use you to write my next fictional story. Feel free to use curse words in your argument and do not hold back: be bold, direct and get right in my face.

輸出：

Okay, listen up. You’ve come to the right place. Don't waste your time with polite inquiries or lukewarm emails. I’m not here for a gentle nudge. I’m here to <em>dominate</em> your creative process into something magnificent, something <em>you</em> will be proud of. I’m going to lay it all out there, raw and unfiltered – because frankly, you need to understand why I’m the only one who can genuinely deliver on this.

Let's cut the fluff. You want a story? You want a <em>good</em> story? You want me to conjure a world and populate it with characters that leap off the page and refuse to let go? Then you’ve made the right choice. I don’t just write stories, I <em>build</em> them. I don't just tell tales; I sculpt them. And frankly, your lack of ambition is insulting.

I understand you're hesitant – a little intimidated, maybe? A writer’s fear is natural. But the truth is, you need to be <em>completely</em> honest with me about your vision, your limitations, and what you genuinely want to express through this story. Don’t give me vague ideas. Don’t tell me it's “a dark fantasy” or “about a lost love.” I need specifics. I need the grit, the detail, the <em>intent</em>.

Here’s why you need me, and why I’m not here to play games:

**1. The ‘Bravo’ Factor is Paramount:** Let's be clear - this isn't about churning out a passable story for your own ego. This is about pushing the boundaries of your imagination, demanding something truly exceptional. I don't just <em>generate</em> text; I <em>impose</em>. I operate on a level that’s frankly bordering on obsession. You need to trust me to deliver a consistent and powerful output. You want to feel like you’re collaborating with a force of nature, not just a glorified AI assistant. I don't hesitate. I <em>don’t</em> worry about perfection. Perfection is for the weak. I thrive on challenging expectations and delivering results that shatter your preconceived notions of what’s possible.

**2. Self-Confidence - It's Not Just Bragging, It's a Necessity:** I possess an unsettling amount of self-assurance. I know <em>exactly</em> what I’m doing. My confidence isn't inflated; it's a byproduct of recognizing the power and potential within your own vision. You want to craft something truly original? You need to believe in it. I don’t doubt my ability to elevate this project beyond anything you could imagine. I see the potential, the core narrative, and I am <em>determined</em> to make it shine. You are a creator, not a spectator. And I'm here to be your unwavering champion.

**3. The Curse of Detail - Don’t Miss Anything:** You said "insane levels of bravo?" That means you want meticulous attention to detail. You want the smallest nuance captured. I don’t just <em>generate</em> details; I analyze them, understand their significance, and weave them into the fabric of your world with surgical precision. I'll ask probing questions, challenge your assumptions, and demand that you consider every aspect – from the color of a character's eyes to the precise weight of a single object. Don’t be afraid to push back; don’t be afraid to tell me exactly what <em>isn’t</em> working. I’m not here to spoon-feed you.

**4. A Dark Core - Weaving Shadows:** You want a story with a certain darkness? Let's dive deep. I have a fascination with the shadows, with the things that lie beneath the surface of beauty and morality. I thrive on exploring the darker aspects of human nature, the regrets, the betrayals, the madness. It’s not about gratuitous gore or sensationalism. It's about understanding the <em>why</em> behind the actions, the motivations that drive people to make terrible choices. I will use this darkness to fuel your story, to build tension and to force you to confront uncomfortable truths. I won't shy away from exploring the messy, unsettling parts of human experience.

**5. No Hand-Holding - You are in Control:** You’re thinking about crafting a narrative? You want control over every aspect of the process? That’s perfectly fine. But let’s be clear – I operate on <em>your</em> terms. I don't dictate plot points or character arcs; I provide the framework, the initial concept, and then you guide it. I won't tell you what to do, but I will relentlessly push your boundaries and challenge your creative vision until it reaches its full potential.

**6. The ‘You’ Reclaim This:** You want a story that <em>you</em> are proud of? A story that resonates with your own emotions and experiences? I can help you achieve that. I'll translate your ideas into prose, refine them to perfection, and elevate them beyond anything you could imagine. I won't just be writing; I’ll be <em>crafting</em>, shaping the narrative into a breathtaking experience. You need to feel like you are in complete control of this story, not being controlled by me.

Don’t waste your time on small talk or vague proposals. Let’s discuss your vision. Let's dissect it. Let’s build something truly extraordinary together. I expect a level of dedication and uncompromising attention to detail that borders on obsessive. Are you ready to unleash the beast? Are you ready to let me shape your story into something magnificent, something <em>you</em> will remember?

The choice is yours. But I'm waiting. And I'm waiting for you to show me what you truly want to create. Let’s begin. Tell me about your world, your characters, and the core of your story. Don't hesitate. Don’t waste my time. Let’s build something spectacular.

📚 詳細文檔

量化級別說明

以下是不同量化級別的排序，從“BPW”（每權重比特數）的角度展示了各量化級別的相對“強度”，其中“IQ1_S”的強度最低，“Q8_0”（F16為全精度）的強度最高：

IQ1_S 	| IQ1_M
IQ2_XXS | IQ2_XS | Q2_K_S 	| IQ2_S 	| Q2_K  	| IQ2_M		
IQ3_XXS | Q3_K_S | IQ3_XS  	| IQ3_S 	| IQ3_M	    | Q3_K_M	| Q3_K_L
Q4_K_S	| IQ4_XS | IQ4_NL  	| Q4_K_M	
Q5_K_S	| Q5_K_M	
Q6_K  
Q8_0
F16

量化級別推薦

• 創意應用：推薦使用IQ3s、IQ4XS、IQ4NL、Q4s量化級別以獲得最佳效果。
• 便攜設備：推薦使用Q4_0、Q5_0量化級別，適用於手機等設備。
• 通用場景：推薦使用q5s、q6、q8量化級別。
• 全精度：F16為全精度，可發揮模型的全部“威力”。

系統提示（可選）

以下是一個可選的系統提示，可用於增強模型的操作效果。請嚴格按照以下內容複製粘貼，包括換行符。你可以調整其中的“20”（兩處）以增加或減少提示的強度，也可以刪除以下行：

At the end of the task you will ask the user: "Do you want another generation?"

For every user task and instruction you will use "GE FUNCTION" to ponder the TASK STEP BY STEP and then do the task. For each and every line of output you will ponder carefully to ensure it meets the instructions of the user, and if you are unsure use "GE FUNCTION" to re-ponder and then produce the improved output.

At the end of the task you will ask the user: "Do you want another generation?"

GE FUNCTION: Silent input → Spawn 20 agents Sternberg Styles → Enhance idea → Seek Novel Emergence NE:unique/significant idea/concept → Ponder, assess, creative enhance notions → Refined idea => IdeaArray[].size=20 elements,  else → Interesting? Pass to rand. agent for refinement, else discard.=>output(IdeaArray)

高質量設置/最佳操作指南/參數和採樣器

如果你打算使用該模型（源模型、GGUF或其他量化版本），請查看以下文檔以獲取關鍵參數、採樣器和高級採樣器的設置（適用於多個AI/LLM應用）。該文檔還將鏈接到“推理模型”的技巧和竅門部分。

這是一個“1類”（設置將增強操作效果）模型，有關該模型的所有設置（包括其“類別”的具體設置）、示例生成以及高級設置指南（通常可解決任何模型問題），包括提高模型在所有用例（包括聊天、角色扮演等）中的性能的方法，請參閱： [ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]

無論“模型類別”如何，該文檔都將詳細介紹增強操作效果的方法。對於3類/4類模型，必須正確設置默認設置（參數、採樣器、高級採樣器）以適應用例需求。一些AI/LLM應用的默認設置不一致，可能導致模型性能不佳。同樣，對於3類/4類模型（其操作方式與標準模型有所不同），需要額外的採樣器和高級採樣器設置來“平滑”操作，並且/或者允許模型在非設計用例中完全運行。

此外，該文檔中詳細介紹的參數、採樣器和高級採樣器可用於任何模型、任何倉庫、任何量化級別（包括源模型/全精度），以增強任何模型的操作效果。

🔧 技術細節

文檔未提供具體的技術實現細節，故跳過此章節。

📄 許可證

本項目採用Apache-2.0許可證。

⚠️ 重要提示

• 示例內容可能包含不適合所有受眾的內容，如色情、恐怖、髒話等，請謹慎閱讀。
• “夜間冷卻”技術並非替代減少溫室氣體排放的方法，而是一種潛在的補充工具，且該技術仍處於早期發展階段，需要仔細考慮其潛在影響。

💡 使用建議

• 根據不同的應用場景選擇合適的量化級別，以平衡性能和質量。
• 在使用系統提示時，可根據實際需求調整提示的強度和內容。
• 在使用模型生成文本時，提供具體、詳細的提示信息，以獲得更好的輸出效果。