gpt-oss-19.7b-specialized-science-pruned-moe-only-30-experts
11
1
19.7B
2 languages
license:apache-2.0
by
AmanPriyanshu
Language Model
OTHER
19.7B params
New
11 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
45GB+ RAM
Mobile
Laptop
Server
Quick Summary
Project: https://amanpriyanshu.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
19GB+ RAM
Code Examples
Model Examplestext
<|channel|>analysis<|message|>Need to explain photosynthesis.<|end|><|start|>assistant<|channel|>final<|message|>**Photosynthesis** is the process by which green plants, algae, and some bacteria convert light energy from the sun into chemical energy stored in organic molecules (mainly sugars). It occurs mainly in the chloroplasts of plant cells, specifically within the thylakoid membranes. The overall reaction can be summarized as:
\[
6\,\text{CO}_2 + 6\,\text{H}_2\text{O} + \text{light energy} \;\longrightarrow\; C_6H_{12}O_6 + 6\,\text{O}_2
\]
Below is a step‑by‑step breakdown of the process, highlighting the two main stages—**the light‑dependent reactions** and **the Calvin‑Benson cycle (light‑independent reactions)**—and the key molecules involved.
---
## 1. Light‑Dependent Reactions (Photophosphorylation)
| Step | What Happens | Key Components | Outcome |
|------|--------------|----------------|---------|
| **1. Photon absorption** | Light hits chlorophyll a (and accessory pigments) in Photosystem II (PSII). | PSII, chlorophyll a, carotenoids | Excitation of electrons to a high energy state. |
| **2. Water splitting (photolysis)** | Excited electrons are replaced by electrons from water. | Oxygen-evolving complex (OEC) | Produces 2 O₂ molecules, 4 H⁺, and 4 e⁻. |
| **3. Electron transport chain (ETC)** | Electrons travel from PSII → plastoquinone (PQ) → cytochrome b₆f → plastocyanin → Photosystem I (PSI). | PQ, cytochrome b₆f, plastocyanin | Generates a proton gradient across the thylakoid membrane. |
| **4. ATP synthesis** | Protons flow back through ATP synthase (CF₀/CF₁). | ATP synthase (CF₀/CF₁) | Produces ATP (chemiosmosis). |
| **5. NADPH formation** | Electrons reach PSI, are re‑excited by light, then reduce NADP⁺ to NADPH. | PSI, ferredoxin, ferredoxin‑NADP⁺ reductase (FNR) | Generates NADExample 2text
<|channel|>analysis<|message|>Explain greenhouse gases, absorption, re-emission, trapping heat, radiative transfer, etc.<|end|><|start|>assistant<|channel|>final<|message|>### The Greenhouse Effect in a Nutshell
The **greenhouse effect** is the natural process that keeps Earth’s surface warm enough to support life. It works by trapping a portion of the Sun’s energy that would otherwise escape back into space. The key players are the **greenhouse gases (GHGs)** in the atmosphere—water vapor, carbon dioxide (CO₂), methane (CH₄), nitrous oxide (N₂O), and a few others. These gases absorb and re‑emit infrared (IR) radiation, effectively acting like a blanket around the planet.
---
## 1. Solar Energy Reaches Earth
| Step | What Happens | Why It Matters |
|------|--------------|----------------|
| **1. Solar radiation** | The Sun emits a spectrum of electromagnetic radiation, peaking in the visible range (~0.4–0.7 µm). | This is the primary energy source for Earth. |
| **2. Atmospheric filtering** | Short‑wave (visible/UV) radiation passes through the atmosphere largely unimpeded. | Most of the incoming solar energy reaches the surface. |
| **3. Surface absorption** | Land, oceans, ice, and vegetation absorb the radiation, warming up. | The surface temperature rises, setting the stage for IR emission. |
---
## 2. The Surface Emits Infrared Radiation
- **Thermal (black‑body) radiation**: Any object with a temperature above absolute zero emits IR radiation. The Earth’s surface, at ~288 K, emits strongly in the 8–15 µm range.
- **Wavelength dependence**: The peak wavelength of emitted radiation is inversely proportional to temperature (Wien’s Law). For Earth, the peak is around 10 µm.
---
## 3. Greenhouse Gases Absorb and Re‑emit IR
| Gas | Absorption Bands | Why It’s Important |
|-----|------------------|--------------------|
| **CO₂** | 4.3 µm (strong), 15 µm (moderate) | Most abundant anthropogenic GHG. |
| **H₂O** | Broad, continuous absorption across 3–20 µm | Most abundant GHG; highly variable. |
| **CH₄** | 7.7 µm | Strong absorber, thoughDeploy This Model
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