gpt-oss-18.5b-specialized-science-pruned-moe-only-28-experts
12
1
18.5B
2 languages
license:apache-2.0
by
AmanPriyanshu
Language Model
OTHER
18.5B params
New
12 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
42GB+ RAM
Mobile
Laptop
Server
Quick Summary
Project: https://amanpriyanshu.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
18GB+ RAM
Code Examples
Model Examplestext
<|channel|>analysis<|message|>Need explain process.<|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. In plants, this occurs mainly in the chloroplasts of leaf cells. The overall reaction can be written as:
\[
6\,\text{CO}_2 + 6\,\text{H}_2\text{O} + \text{light energy} \;\longrightarrow\; C_6H_{12}O_6 + 6\,\text{O}_2
\]
In other words, six molecules of carbon dioxide and six molecules of water, using light energy, are turned into one molecule of glucose (a simple sugar) and six molecules of oxygen.
The process is divided into two main stages:
| Stage | Key events | Main products | Where it happens |
|-------|------------|---------------|------------------|
| **Light‑dependent reactions (Photosystems I & II)** | 1. Light photons are absorbed by chlorophyll and accessory pigments. <br>2. Excited electrons travel through the electron transport chain, creating a proton gradient. <br>3. ATP synthase uses the gradient to produce ATP. <br>4. NADP⁺ is reduced to NADPH. | **ATP** (energy currency) and **NADPH** (reducing power) | Thylakoid membranes (inside the chloroplast) |
| **Calvin‑Benson cycle (Light‑independent reactions)** | 1. CO₂ is fixed into 3‑phosphoglycerate (3‑PGA) by the enzyme Rubisco. <br>2. 3‑PGA is phosphorylated by ATP and reduced by NADPH to glyceraldehyde‑3‑phosphate (G3P). <br>3. Some G3P molecules exit the cycle to form glucose and other carbohydrates. <br>4. Remaining G3P is used to regenerate ribulose‑1,5‑bisphosphate (RuBP), the CO₂ acceptor. | **Glucose** (and other sugars), **O₂** (released from water) | Stroma (the fluid surrounding the thylakoids) |
### Detailed Steps
1. **Light Absorption**
- Chlorophyll a and b, carotenoids, and other pigments absorb photons.
- The energy excites electrons in chlorophyllDeploy This Model
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