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Show HN: Einlang, a math-intuitive language with lots of good stuff
With Einlang, you can write codes as<p>let x = [<p><pre><code> [[1.0, 2.0], [3.0, 4.0]], [[5.0, 6.0], [7.0, 8.0]] </code></pre> ];<p>let row_sums[..batch, i] = sum[j](x[..batch, i, j]);<p>let loss = sum[..batch, i](row_sums[..batch, i] * row_sums[..batch, i]);<p>let dloss_dx = @loss / @x;<p>Einlang also supports recurrence. You can write codes like<p>let alpha = 0.25;<p>let x[0] = 8.0;<p>let x[k in 1..6] = {<p><pre><code> let prev = x[k - 1]; let loss = prev * prev; let g = @loss / @prev; prev - alpha * g </code></pre> };
Einlang introduces an elegant, math-intuitive syntax for tensor operations and automatic differentiation, addressing a high-growth niche in AI/ML development. However, the project currently lacks any significant traction, funding, or team visibility, and faces an uphill battle against entrenched ecosystems like PyTorch and JAX.