【Paddle】add discussion for paddle chap 9-12 (#1226)

【Paddle】add discussion for paddle chap 9-12
d2l-ai · Nov 23, 2022 · 2682240 · 2682240
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diff --git a/chapter_attention-mechanisms/attention-cues.md b/chapter_attention-mechanisms/attention-cues.md
@@ -186,3 +186,7 @@ show_heatmaps(attention_weights, xlabel='Keys', ylabel='Queries')
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/5765)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11839)
+:end_tab:
diff --git a/chapter_attention-mechanisms/attention-scoring-functions.md b/chapter_attention-mechanisms/attention-scoring-functions.md
@@ -583,3 +583,7 @@ d2l.show_heatmaps(d2l.reshape(attention.attention_weights, (1, 1, 2, 10)),
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/5752)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11841)
+:end_tab:
diff --git a/chapter_attention-mechanisms/bahdanau-attention.md b/chapter_attention-mechanisms/bahdanau-attention.md
@@ -455,3 +455,7 @@ d2l.show_heatmaps(attention_weights[:, :, :, :len(engs[-1].split()) + 1],
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/5754)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11842)
+:end_tab:
diff --git a/chapter_attention-mechanisms/multihead-attention.md b/chapter_attention-mechanisms/multihead-attention.md
@@ -434,3 +434,7 @@ attention(X, Y, Y, valid_lens, training=False).shape
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/5758)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11843)
+:end_tab:
diff --git a/chapter_attention-mechanisms/nadaraya-waston.md b/chapter_attention-mechanisms/nadaraya-waston.md
@@ -697,3 +697,7 @@ d2l.show_heatmaps(net.attention_weight.unsqueeze(0).unsqueeze(0),
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/5760)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11840)
+:end_tab:
diff --git a/chapter_attention-mechanisms/self-attention-and-positional-encoding.md b/chapter_attention-mechanisms/self-attention-and-positional-encoding.md
@@ -376,3 +376,7 @@ $2\times 2$投影矩阵不依赖于任何位置的索引$i$。
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/5762)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11844)
+:end_tab:
diff --git a/chapter_attention-mechanisms/transformer.md b/chapter_attention-mechanisms/transformer.md
@@ -1155,3 +1155,7 @@ d2l.show_heatmaps(
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/5756)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11845)
+:end_tab:
diff --git a/chapter_computational-performance/async-computation.md b/chapter_computational-performance/async-computation.md
@@ -276,3 +276,7 @@ Python前端线程和C++后端线程之间的简化交互可以概括如下：
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2791)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11858)
+:end_tab:
diff --git a/chapter_computational-performance/auto-parallelism.md b/chapter_computational-performance/auto-parallelism.md
@@ -266,3 +266,7 @@ with d2l.Benchmark('在GPU1上运行并复制到CPU'):
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2794)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11859)
+:end_tab:
diff --git a/chapter_computational-performance/hybridize.md b/chapter_computational-performance/hybridize.md
@@ -469,3 +469,7 @@ net(x)
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/2787)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11857)
+:end_tab:
diff --git a/chapter_computational-performance/multiple-gpus-concise.md b/chapter_computational-performance/multiple-gpus-concise.md
@@ -358,3 +358,7 @@ train(net, num_gpus=2, batch_size=512, lr=0.2)
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2803)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11861)
+:end_tab:
diff --git a/chapter_computational-performance/multiple-gpus.md b/chapter_computational-performance/multiple-gpus.md
@@ -570,3 +570,7 @@ train(num_gpus=2, batch_size=256, lr=0.2)
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2800)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11860)
+:end_tab:
diff --git a/chapter_optimization/adadelta.md b/chapter_optimization/adadelta.md
@@ -194,3 +194,7 @@ d2l.train_concise_ch11(trainer, {'rho': 0.9}, data_iter)
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/5773)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11854)
+:end_tab:
diff --git a/chapter_optimization/adagrad.md b/chapter_optimization/adagrad.md
@@ -309,3 +309,7 @@ d2l.train_concise_ch11(trainer, {'learning_rate': 0.1}, data_iter)
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/4320)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11852)
+:end_tab:
diff --git a/chapter_optimization/adam.md b/chapter_optimization/adam.md
@@ -317,3 +317,7 @@ d2l.train_ch11(yogi, init_adam_states(feature_dim),
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/4332)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11855)
+:end_tab:
diff --git a/chapter_optimization/convexity.md b/chapter_optimization/convexity.md
@@ -395,3 +395,7 @@ $$\mathrm{Proj}_\mathcal{X}(\mathbf{x}) = \mathop{\mathrm{argmin}}_{\mathbf{x}'
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/3816)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11847)
+:end_tab:
diff --git a/chapter_optimization/gd.md b/chapter_optimization/gd.md
@@ -484,3 +484,7 @@ $$\mathbf{x} \leftarrow \mathbf{x} - \eta \mathrm{diag}(\mathbf{H})^{-1} \nabla
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/3835)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11848)
+:end_tab:
diff --git a/chapter_optimization/lr-scheduler.md b/chapter_optimization/lr-scheduler.md
@@ -657,3 +657,7 @@ train(net, train_iter, test_iter, num_epochs, loss, trainer, device,
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/4335)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11856)
+:end_tab:
diff --git a/chapter_optimization/minibatch-sgd.md b/chapter_optimization/minibatch-sgd.md
@@ -786,3 +786,7 @@ train_concise_ch11(trainer, {'learning_rate': 0.01}, data_iter)
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/4326)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11850)
+:end_tab:
diff --git a/chapter_optimization/momentum.md b/chapter_optimization/momentum.md
@@ -440,3 +440,7 @@ $$
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/4329)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11851)
+:end_tab:
diff --git a/chapter_optimization/optimization-intro.md b/chapter_optimization/optimization-intro.md
@@ -227,3 +227,7 @@ annotate('vanishing gradient', (4, 1), (2, 0.0))
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/3842)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11846)
+:end_tab:
diff --git a/chapter_optimization/rmsprop.md b/chapter_optimization/rmsprop.md
@@ -238,3 +238,7 @@ d2l.train_concise_ch11(trainer, {'learning_rate': 0.01, 'rho': 0.9},
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/4323)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11853)
+:end_tab:
diff --git a/chapter_optimization/sgd.md b/chapter_optimization/sgd.md
@@ -256,3 +256,7 @@ $${n \choose 1} \frac{1}{n} \left(1-\frac{1}{n}\right)^{n-1} = \frac{n}{n-1} \le
 :begin_tab:`tensorflow`
 [Discussions](https://discuss.d2l.ai/t/3839)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11849)
+:end_tab:
diff --git a/chapter_recurrent-modern/bi-rnn.md b/chapter_recurrent-modern/bi-rnn.md
@@ -295,3 +295,7 @@ d2l.train_ch8(model, train_iter, vocab, lr, num_epochs, device)
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2773)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11835)
+:end_tab:
diff --git a/chapter_recurrent-modern/deep-rnn.md b/chapter_recurrent-modern/deep-rnn.md
@@ -168,3 +168,7 @@ d2l.train_ch8(model, train_iter, vocab, lr*1.0, num_epochs, device)
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2770)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11834)
+:end_tab:
diff --git a/chapter_recurrent-modern/encoder-decoder.md b/chapter_recurrent-modern/encoder-decoder.md
@@ -251,3 +251,7 @@ class EncoderDecoder(nn.Layer):
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2779)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11837)
+:end_tab:
diff --git a/chapter_recurrent-modern/gru.md b/chapter_recurrent-modern/gru.md
@@ -503,3 +503,7 @@ d2l.train_ch8(model, train_iter, vocab, lr, num_epochs, device)
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2763)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11812)
+:end_tab:
diff --git a/chapter_recurrent-modern/lstm.md b/chapter_recurrent-modern/lstm.md
@@ -498,3 +498,7 @@ d2l.train_ch8(model, train_iter, vocab, lr, num_epochs, device)
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2768)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11833)
+:end_tab:
diff --git a/chapter_recurrent-modern/machine-translation-and-dataset.md b/chapter_recurrent-modern/machine-translation-and-dataset.md
@@ -295,3 +295,7 @@ for X, X_valid_len, Y, Y_valid_len in train_iter:
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2776)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11836)
+:end_tab:
diff --git a/chapter_recurrent-modern/seq2seq.md b/chapter_recurrent-modern/seq2seq.md
@@ -1117,3 +1117,7 @@ for eng, fra in zip(engs, fras):
 :begin_tab:`pytorch`
 [Discussions](https://discuss.d2l.ai/t/2782)
 :end_tab:
+
+:begin_tab:`paddle`
+[Discussions](https://discuss.d2l.ai/t/11838)
+:end_tab: