# Technical Document Analysis: Throughput vs. Hidden Size
## Image Type
Line chart comparing throughput performance of two devices (A100 and V100) across varying hidden sizes.
---
## Labels and Axis Titles
- **X-Axis**: "Hidden Size"
- Values: `2048, 4096, 6144, 8192, 10240, 12288, 14336, 16384, 18432, 20480, 22528, 24576, 26624, 28672, 30720, 32768`
- Increment pattern: Doubles from 2048 → 4096, then increments by 2048 thereafter.
- **Y-Axis**: "Throughput (TFLOP/s)"
- Range: `0` to `250`
- Increment: `50`
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## Legend
- **Placement**: Right side of the chart
- **Labels**:
- `A100` (blue line with circular markers)
- `V100` (orange line with circular markers)
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## Key Trends and Data Points
### A100 (Blue Line)
- **Trend**:
- Starts at `0 TFLOP/s` for hidden size `2048`.
- Sharp linear increase to `250 TFLOP/s` by hidden size `12288`.
- Plateaus at `250 TFLOP/s` for all larger hidden sizes (`14336` to `32768`).
- **Data Points**:
| Hidden Size | Throughput (TFLOP/s) |
|-------------|----------------------|
| 2048 | 0 |
| 4096 | 50 |
| 6144 | 100 |
| 8192 | 150 |
| 10240 | 200 |
| 12288 | 250 |
| 14336 | 250 |
| ... | ... |
| 32768 | 250 |
### V100 (Orange Line)
- **Trend**:
- Flat line at approximately `80 TFLOP/s` across all hidden sizes.
- **Data Points**:
| Hidden Size | Throughput (TFLOP/s) |
|-------------|----------------------|
| 2048 | 80 |
| 4096 | 80 |
| 6144 | 80 |
| ... | ... |
| 32768 | 80 |
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## Spatial Grounding and Cross-Reference
- **Legend Colors**:
- Blue (`A100`) matches the blue line.
- Orange (`V100`) matches the orange line.
- **Legend Position**: Right-aligned, outside the plot area.
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## Observations
1. **A100 Performance**:
- Throughput scales linearly with hidden size up to `10240`, then saturates at `250 TFLOP/s`.
- No further gains observed beyond `12288` hidden size.
2. **V100 Performance**:
- Constant throughput of `80 TFLOP/s` regardless of hidden size.
- No scaling behavior observed.
---
## Language Notes
- **Primary Language**: English (all labels, axis titles, and annotations are in English).
- **No Additional Languages Detected**.
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## Conclusion
The chart demonstrates that the A100 device exhibits strong scalability with hidden size up to a critical point (`12288`), after which throughput plateaus. In contrast, the V100 maintains a fixed throughput across all tested hidden sizes, indicating no scalability in this parameter range.
