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<li class="toctree-l2"><a class="reference internal" href="generated/torch.ceil.html">torch.ceil</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.clamp.html">torch.clamp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.clip.html">torch.clip</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.conj_physical.html">torch.conj_physical</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.copysign.html">torch.copysign</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cos.html">torch.cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cosh.html">torch.cosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.deg2rad.html">torch.deg2rad</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.div.html">torch.div</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.divide.html">torch.divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.digamma.html">torch.digamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.erf.html">torch.erf</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.erfc.html">torch.erfc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.erfinv.html">torch.erfinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.exp.html">torch.exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.exp2.html">torch.exp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.expm1.html">torch.expm1</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fake_quantize_per_channel_affine.html">torch.fake_quantize_per_channel_affine</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fake_quantize_per_tensor_affine.html">torch.fake_quantize_per_tensor_affine</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fix.html">torch.fix</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.float_power.html">torch.float_power</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.floor.html">torch.floor</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.floor_divide.html">torch.floor_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmod.html">torch.fmod</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.frac.html">torch.frac</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.frexp.html">torch.frexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.gradient.html">torch.gradient</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.imag.html">torch.imag</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ldexp.html">torch.ldexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.lerp.html">torch.lerp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.lgamma.html">torch.lgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log.html">torch.log</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log10.html">torch.log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log1p.html">torch.log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log2.html">torch.log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logaddexp.html">torch.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logaddexp2.html">torch.logaddexp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logical_and.html">torch.logical_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logical_not.html">torch.logical_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logical_or.html">torch.logical_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logical_xor.html">torch.logical_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logit.html">torch.logit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.hypot.html">torch.hypot</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.i0.html">torch.i0</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.igamma.html">torch.igamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.igammac.html">torch.igammac</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mul.html">torch.mul</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.multiply.html">torch.multiply</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mvlgamma.html">torch.mvlgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nan_to_num.html">torch.nan_to_num</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.neg.html">torch.neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.negative.html">torch.negative</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nextafter.html">torch.nextafter</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.polygamma.html">torch.polygamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.positive.html">torch.positive</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.pow.html">torch.pow</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.quantized_batch_norm.html">torch.quantized_batch_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.quantized_max_pool1d.html">torch.quantized_max_pool1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.quantized_max_pool2d.html">torch.quantized_max_pool2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.rad2deg.html">torch.rad2deg</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.real.html">torch.real</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.reciprocal.html">torch.reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.remainder.html">torch.remainder</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.round.html">torch.round</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.rsqrt.html">torch.rsqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sigmoid.html">torch.sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sign.html">torch.sign</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sgn.html">torch.sgn</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.signbit.html">torch.signbit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sin.html">torch.sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sinc.html">torch.sinc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sinh.html">torch.sinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.softmax.html">torch.softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sqrt.html">torch.sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.square.html">torch.square</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sub.html">torch.sub</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.subtract.html">torch.subtract</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.tan.html">torch.tan</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.tanh.html">torch.tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.true_divide.html">torch.true_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.trunc.html">torch.trunc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xlogy.html">torch.xlogy</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.argmax.html">torch.argmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.argmin.html">torch.argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.amax.html">torch.amax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.amin.html">torch.amin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.aminmax.html">torch.aminmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.all.html">torch.all</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.any.html">torch.any</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.max.html">torch.max</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.min.html">torch.min</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.dist.html">torch.dist</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logsumexp.html">torch.logsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mean.html">torch.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nanmean.html">torch.nanmean</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.median.html">torch.median</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nanmedian.html">torch.nanmedian</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mode.html">torch.mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.norm.html">torch.norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nansum.html">torch.nansum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.prod.html">torch.prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.quantile.html">torch.quantile</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nanquantile.html">torch.nanquantile</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.std.html">torch.std</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.std_mean.html">torch.std_mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sum.html">torch.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.unique.html">torch.unique</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.unique_consecutive.html">torch.unique_consecutive</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.var.html">torch.var</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.var_mean.html">torch.var_mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.count_nonzero.html">torch.count_nonzero</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.allclose.html">torch.allclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.argsort.html">torch.argsort</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.eq.html">torch.eq</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.equal.html">torch.equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ge.html">torch.ge</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.greater_equal.html">torch.greater_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.gt.html">torch.gt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.greater.html">torch.greater</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isclose.html">torch.isclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isfinite.html">torch.isfinite</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isin.html">torch.isin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isinf.html">torch.isinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isposinf.html">torch.isposinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isneginf.html">torch.isneginf</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isnan.html">torch.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isreal.html">torch.isreal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.kthvalue.html">torch.kthvalue</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.le.html">torch.le</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.less_equal.html">torch.less_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.lt.html">torch.lt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.less.html">torch.less</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.maximum.html">torch.maximum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.minimum.html">torch.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmax.html">torch.fmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmin.html">torch.fmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ne.html">torch.ne</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.not_equal.html">torch.not_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sort.html">torch.sort</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.topk.html">torch.topk</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.msort.html">torch.msort</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.stft.html">torch.stft</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.istft.html">torch.istft</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bartlett_window.html">torch.bartlett_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.blackman_window.html">torch.blackman_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.hamming_window.html">torch.hamming_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.hann_window.html">torch.hann_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.kaiser_window.html">torch.kaiser_window</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.atleast_1d.html">torch.atleast_1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.atleast_2d.html">torch.atleast_2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.atleast_3d.html">torch.atleast_3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bincount.html">torch.bincount</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.block_diag.html">torch.block_diag</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.broadcast_tensors.html">torch.broadcast_tensors</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.broadcast_to.html">torch.broadcast_to</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.broadcast_shapes.html">torch.broadcast_shapes</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bucketize.html">torch.bucketize</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cartesian_prod.html">torch.cartesian_prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cdist.html">torch.cdist</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.clone.html">torch.clone</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.combinations.html">torch.combinations</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.corrcoef.html">torch.corrcoef</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cov.html">torch.cov</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cross.html">torch.cross</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cummax.html">torch.cummax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cummin.html">torch.cummin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cumprod.html">torch.cumprod</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cumsum.html">torch.cumsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.diag.html">torch.diag</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.diag_embed.html">torch.diag_embed</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.diagflat.html">torch.diagflat</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.diagonal.html">torch.diagonal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.diff.html">torch.diff</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.einsum.html">torch.einsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.flatten.html">torch.flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.flip.html">torch.flip</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fliplr.html">torch.fliplr</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.flipud.html">torch.flipud</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.kron.html">torch.kron</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.rot90.html">torch.rot90</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.gcd.html">torch.gcd</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.histc.html">torch.histc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.histogram.html">torch.histogram</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.histogramdd.html">torch.histogramdd</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.meshgrid.html">torch.meshgrid</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.lcm.html">torch.lcm</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logcumsumexp.html">torch.logcumsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ravel.html">torch.ravel</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.renorm.html">torch.renorm</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.repeat_interleave.html">torch.repeat_interleave</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.roll.html">torch.roll</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.searchsorted.html">torch.searchsorted</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.tensordot.html">torch.tensordot</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.trace.html">torch.trace</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.tril.html">torch.tril</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.tril_indices.html">torch.tril_indices</a></li>
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</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="nn.html">torch.nn</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="generated/torch.nn.ReLU6.html">ReLU6</a></li>
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<li class="toctree-l2"><a class="reference internal" href="generated/torch.nn.Mish.html">Mish</a></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="nn.functional.html">torch.nn.functional</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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</ul>
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<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.set_rng_state.html">torch.mps.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.manual_seed.html">torch.mps.manual_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.seed.html">torch.mps.seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.empty_cache.html">torch.mps.empty_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.set_per_process_memory_fraction.html">torch.mps.set_per_process_memory_fraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.current_allocated_memory.html">torch.mps.current_allocated_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.driver_allocated_memory.html">torch.mps.driver_allocated_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.recommended_max_memory.html">torch.mps.recommended_max_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.compile_shader.html">torch.mps.compile_shader</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.profiler.start.html">torch.mps.profiler.start</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.profiler.stop.html">torch.mps.profiler.stop</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.profiler.profile.html">torch.mps.profiler.profile</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.profiler.is_capturing_metal.html">torch.mps.profiler.is_capturing_metal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.profiler.is_metal_capture_enabled.html">torch.mps.profiler.is_metal_capture_enabled</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.profiler.metal_capture.html">torch.mps.profiler.metal_capture</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mps.event.Event.html">Event</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="xpu.html">torch.xpu</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.StreamContext.html">StreamContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.current_device.html">torch.xpu.current_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.current_stream.html">torch.xpu.current_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.device.html">device</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.device_count.html">torch.xpu.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.device_of.html">device_of</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_arch_list.html">torch.xpu.get_arch_list</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_device_capability.html">torch.xpu.get_device_capability</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_device_name.html">torch.xpu.get_device_name</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_device_properties.html">torch.xpu.get_device_properties</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_gencode_flags.html">torch.xpu.get_gencode_flags</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_stream_from_external.html">torch.xpu.get_stream_from_external</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.init.html">torch.xpu.init</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.is_available.html">torch.xpu.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.is_initialized.html">torch.xpu.is_initialized</a></li>
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<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.set_stream.html">torch.xpu.set_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.stream.html">torch.xpu.stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.synchronize.html">torch.xpu.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_rng_state.html">torch.xpu.get_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.get_rng_state_all.html">torch.xpu.get_rng_state_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.initial_seed.html">torch.xpu.initial_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.manual_seed.html">torch.xpu.manual_seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.manual_seed_all.html">torch.xpu.manual_seed_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.seed.html">torch.xpu.seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.seed_all.html">torch.xpu.seed_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.set_rng_state.html">torch.xpu.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.set_rng_state_all.html">torch.xpu.set_rng_state_all</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.Event.html">Event</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.Stream.html">Stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.empty_cache.html">torch.xpu.empty_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.max_memory_allocated.html">torch.xpu.max_memory_allocated</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.max_memory_reserved.html">torch.xpu.max_memory_reserved</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.mem_get_info.html">torch.xpu.mem_get_info</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.memory_allocated.html">torch.xpu.memory_allocated</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.memory_reserved.html">torch.xpu.memory_reserved</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.memory_stats.html">torch.xpu.memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.memory_stats_as_nested_dict.html">torch.xpu.memory_stats_as_nested_dict</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.reset_accumulated_memory_stats.html">torch.xpu.reset_accumulated_memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.xpu.reset_peak_memory_stats.html">torch.xpu.reset_peak_memory_stats</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="mtia.html">torch.mtia</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.StreamContext.html">StreamContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.current_device.html">torch.mtia.current_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.current_stream.html">torch.mtia.current_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.default_stream.html">torch.mtia.default_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.device_count.html">torch.mtia.device_count</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.init.html">torch.mtia.init</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.is_available.html">torch.mtia.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.is_initialized.html">torch.mtia.is_initialized</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.memory_stats.html">torch.mtia.memory_stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.get_device_capability.html">torch.mtia.get_device_capability</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.empty_cache.html">torch.mtia.empty_cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.record_memory_history.html">torch.mtia.record_memory_history</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.snapshot.html">torch.mtia.snapshot</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.attach_out_of_memory_observer.html">torch.mtia.attach_out_of_memory_observer</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.set_device.html">torch.mtia.set_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.set_stream.html">torch.mtia.set_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.stream.html">torch.mtia.stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.synchronize.html">torch.mtia.synchronize</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.device.html">device</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.set_rng_state.html">torch.mtia.set_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.get_rng_state.html">torch.mtia.get_rng_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.DeferredMtiaCallError.html">torch.mtia.DeferredMtiaCallError</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.Event.html">Event</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.Stream.html">Stream</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="mtia.memory.html">torch.mtia.memory</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mtia.memory.memory_stats.html">torch.mtia.memory.memory_stats</a></li>
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</details></li>
<li class="toctree-l1"><a class="reference internal" href="meta.html">Meta device</a></li>
<li class="toctree-l1"><a class="reference internal" href="backends.html">torch.backends</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="export.html">torch.export</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="export.programming_model.html">torch.export Programming Model</a></li>
<li class="toctree-l2"><a class="reference internal" href="export.ir_spec.html">torch.export IR Specification</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="draft_export.html">Draft Export</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l3 has-children"><a class="reference internal" href="torch.compiler_aot_inductor.html">AOTInductor: Ahead-Of-Time Compilation for Torch.Export-ed Models</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="torch.compiler_transformations.html">Writing Graph Transformations on ATen IR</a></li>
<li class="toctree-l2"><a class="reference internal" href="torch.compiler_ir.html">IRs</a></li>
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<li class="toctree-l3"><a class="reference internal" href="generated/exportdb/torch.dynamic-shape.html">torch.dynamic-shape</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/exportdb/torch.cond.html">torch.cond</a></li>
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<li class="toctree-l3"><a class="reference internal" href="generated/exportdb/python.assert.html">python.assert</a></li>
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<li class="toctree-l3"><a class="reference internal" href="generated/exportdb/torch.mutation.html">torch.mutation</a></li>
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<li class="toctree-l2"><a class="reference internal" href="cond.html">Control Flow - Cond</a></li>
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<li class="toctree-l2"><a class="reference internal" href="torch.compiler_fake_tensor.html">Fake tensor</a></li>
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<li class="toctree-l1"><a class="reference internal" href="distributed.html">torch.distributed</a></li>
<li class="toctree-l1"><a class="reference internal" href="distributed.tensor.html">torch.distributed.tensor</a></li>
<li class="toctree-l1"><a class="reference internal" href="distributed.algorithms.join.html">torch.distributed.algorithms.join</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="distributed.elastic.html">torch.distributed.elastic</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="elastic/quickstart.html">Quickstart</a></li>
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<li class="toctree-l2"><a class="reference internal" href="elastic/kubernetes.html">TorchElastic Kubernetes</a></li>
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<li class="toctree-l1"><a class="reference internal" href="fsdp.html">torch.distributed.fsdp</a></li>
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<li class="toctree-l1"><a class="reference internal" href="distributed.tensor.parallel.html">torch.distributed.tensor.parallel</a></li>
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<li class="toctree-l2"><a class="reference internal" href="torch.compiler_get_started.html">Getting Started</a></li>
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<li class="toctree-l3"><a class="reference internal" href="generated/torch.compiler.cudagraph_mark_step_begin.html">torch.compiler.cudagraph_mark_step_begin</a></li>
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<li class="toctree-l3"><a class="reference internal" href="generated/torch.compiler.is_dynamo_compiling.html">torch.compiler.is_dynamo_compiling</a></li>
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<li class="toctree-l2"><a class="reference internal" href="torch.compiler.config.html">torch.compiler.config</a></li>
<li class="toctree-l2"><a class="reference internal" href="torch.compiler_fine_grain_apis.html">TorchDynamo APIs for fine-grained tracing</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="torch.compiler_aot_inductor.html">AOTInductor: Ahead-Of-Time Compilation for Torch.Export-ed Models</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2 has-children"><a class="reference internal" href="quantization-support.html">Quantization API Reference</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.ge.html">torch.Tensor.ge</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.le.html">torch.Tensor.le</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.gt.html">torch.Tensor.gt</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.lt.html">torch.Tensor.lt</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.copy_.html">torch.Tensor.copy_</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.clone.html">torch.Tensor.clone</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.dequantize.html">torch.Tensor.dequantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.equal.html">torch.Tensor.equal</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.int_repr.html">torch.Tensor.int_repr</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.max.html">torch.Tensor.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.mean.html">torch.Tensor.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.min.html">torch.Tensor.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.q_scale.html">torch.Tensor.q_scale</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.q_zero_point.html">torch.Tensor.q_zero_point</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.q_per_channel_scales.html">torch.Tensor.q_per_channel_scales</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.q_per_channel_zero_points.html">torch.Tensor.q_per_channel_zero_points</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.q_per_channel_axis.html">torch.Tensor.q_per_channel_axis</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.resize_.html">torch.Tensor.resize_</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.sort.html">torch.Tensor.sort</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.Tensor.topk.html">torch.Tensor.topk</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.ObserverBase.html">ObserverBase</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.MinMaxObserver.html">MinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.MovingAverageMinMaxObserver.html">MovingAverageMinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PerChannelMinMaxObserver.html">PerChannelMinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.MovingAveragePerChannelMinMaxObserver.html">MovingAveragePerChannelMinMaxObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.HistogramObserver.html">HistogramObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PlaceholderObserver.html">PlaceholderObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.RecordingObserver.html">RecordingObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.NoopObserver.html">NoopObserver</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.get_observer_state_dict.html">get_observer_state_dict</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.load_observer_state_dict.html">load_observer_state_dict</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_observer.html">default_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_placeholder_observer.html">default_placeholder_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_debug_observer.html">default_debug_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_weight_observer.html">default_weight_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_histogram_observer.html">default_histogram_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_per_channel_weight_observer.html">default_per_channel_weight_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_dynamic_quant_observer.html">default_dynamic_quant_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.default_float_qparams_observer.html">default_float_qparams_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.AffineQuantizedObserverBase.html">AffineQuantizedObserverBase</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.Granularity.html">Granularity</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.MappingType.html">MappingType</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PerAxis.html">PerAxis</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PerBlock.html">PerBlock</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PerGroup.html">PerGroup</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PerRow.html">PerRow</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PerTensor.html">PerTensor</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.PerToken.html">PerToken</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.TorchAODType.html">TorchAODType</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.ZeroPointDomain.html">ZeroPointDomain</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.observer.get_block_size.html">get_block_size</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.FakeQuantizeBase.html">FakeQuantizeBase</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.FakeQuantize.html">FakeQuantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.FixedQParamsFakeQuantize.html">FixedQParamsFakeQuantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.FusedMovingAvgObsFakeQuantize.html">FusedMovingAvgObsFakeQuantize</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.default_fake_quant.html">default_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.default_weight_fake_quant.html">default_weight_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.default_per_channel_weight_fake_quant.html">default_per_channel_weight_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.default_histogram_fake_quant.html">default_histogram_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.default_fused_act_fake_quant.html">default_fused_act_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.default_fused_wt_fake_quant.html">default_fused_wt_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.default_fused_per_channel_wt_fake_quant.html">default_fused_per_channel_wt_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.disable_fake_quant.html">disable_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.enable_fake_quant.html">enable_fake_quant</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.disable_observer.html">disable_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.fake_quantize.enable_observer.html">enable_observer</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.QConfig.html">QConfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_qconfig.html">default_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_debug_qconfig.html">default_debug_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_per_channel_qconfig.html">default_per_channel_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_dynamic_qconfig.html">default_dynamic_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.float16_dynamic_qconfig.html">float16_dynamic_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.float16_static_qconfig.html">float16_static_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.per_channel_dynamic_qconfig.html">per_channel_dynamic_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.float_qparams_weight_only_qconfig.html">float_qparams_weight_only_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_qat_qconfig.html">default_qat_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_weight_only_qconfig.html">default_weight_only_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_activation_only_qconfig.html">default_activation_only_qconfig</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.quantization.qconfig.default_qat_qconfig_v2.html">default_qat_qconfig_v2</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvReLU1d.html">ConvReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvReLU2d.html">ConvReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvReLU3d.html">ConvReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvBn1d.html">ConvBn1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvBn2d.html">ConvBn2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvBn3d.html">ConvBn3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvBnReLU1d.html">ConvBnReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvBnReLU2d.html">ConvBnReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.ConvBnReLU3d.html">ConvBnReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.BNReLU2d.html">BNReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.BNReLU3d.html">BNReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvBn1d.html">ConvBn1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvBnReLU1d.html">ConvBnReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvBn2d.html">ConvBn2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvBnReLU2d.html">ConvBnReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvReLU2d.html">ConvReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvBn3d.html">ConvBn3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvBnReLU3d.html">ConvBnReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.ConvReLU3d.html">ConvReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.update_bn_stats.html">update_bn_stats</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.qat.freeze_bn_stats.html">freeze_bn_stats</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.quantized.BNReLU2d.html">BNReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.quantized.BNReLU3d.html">BNReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.quantized.ConvReLU1d.html">ConvReLU1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.quantized.ConvReLU2d.html">ConvReLU2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.quantized.ConvReLU3d.html">ConvReLU3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.quantized.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.intrinsic.quantized.dynamic.LinearReLU.html">LinearReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.qat.Conv2d.html">Conv2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.qat.Conv3d.html">Conv3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.qat.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.qat.dynamic.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.ReLU6.html">ReLU6</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.Hardswish.html">Hardswish</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.ELU.html">ELU</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.LeakyReLU.html">LeakyReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.Sigmoid.html">Sigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.BatchNorm2d.html">BatchNorm2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.BatchNorm3d.html">BatchNorm3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.Conv1d.html">Conv1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.Conv2d.html">Conv2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.Conv3d.html">Conv3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.ConvTranspose1d.html">ConvTranspose1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.ConvTranspose2d.html">ConvTranspose2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.ConvTranspose3d.html">ConvTranspose3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.Embedding.html">Embedding</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.EmbeddingBag.html">EmbeddingBag</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.FloatFunctional.html">FloatFunctional</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.FXFloatFunctional.html">FXFloatFunctional</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.QFunctional.html">QFunctional</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.LayerNorm.html">LayerNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.GroupNorm.html">GroupNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.InstanceNorm1d.html">InstanceNorm1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.InstanceNorm2d.html">InstanceNorm2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.InstanceNorm3d.html">InstanceNorm3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.avg_pool2d.html">avg_pool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.avg_pool3d.html">avg_pool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.adaptive_avg_pool2d.html">adaptive_avg_pool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.adaptive_avg_pool3d.html">adaptive_avg_pool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.conv1d.html">conv1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.conv2d.html">conv2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.conv3d.html">conv3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.interpolate.html">interpolate</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.linear.html">linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.max_pool1d.html">max_pool1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.max_pool2d.html">max_pool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.celu.html">celu</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.leaky_relu.html">leaky_relu</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.hardtanh.html">hardtanh</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.hardswish.html">hardswish</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.threshold.html">threshold</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.elu.html">elu</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.hardsigmoid.html">hardsigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.clamp.html">clamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.upsample.html">upsample</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.upsample_bilinear.html">upsample_bilinear</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.functional.upsample_nearest.html">upsample_nearest</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantizable.LSTM.html">LSTM</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantizable.MultiheadAttention.html">MultiheadAttention</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.dynamic.Linear.html">Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.dynamic.LSTM.html">LSTM</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.dynamic.GRU.html">GRU</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.dynamic.RNNCell.html">RNNCell</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.dynamic.LSTMCell.html">LSTMCell</a></li>
<li class="toctree-l3"><a class="reference internal" href="generated/torch.ao.nn.quantized.dynamic.GRUCell.html">GRUCell</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="quantization-backend-configuration.html">Quantization Backend Configuration</a></li>
<li class="toctree-l2"><a class="reference internal" href="quantization-accuracy-debugging.html">Quantization Accuracy Debugging</a></li>

</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="rpc.html">Distributed RPC Framework</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="rpc/rref.html">Remote Reference Protocol</a></li>
<li class="toctree-l2"><a class="reference internal" href="rpc/distributed_autograd.html">Distributed Autograd Design</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="random.html">torch.random</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="masked.html">torch.masked</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.abs.html">torch.abs</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.absolute.html">torch.absolute</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.acos.html">torch.acos</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.arccos.html">torch.arccos</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.acosh.html">torch.acosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.arccosh.html">torch.arccosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.angle.html">torch.angle</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.asin.html">torch.asin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.arcsin.html">torch.arcsin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.asinh.html">torch.asinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.arcsinh.html">torch.arcsinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.atan.html">torch.atan</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.arctan.html">torch.arctan</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.atanh.html">torch.atanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.arctanh.html">torch.arctanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bitwise_not.html">torch.bitwise_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ceil.html">torch.ceil</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.clamp.html">torch.clamp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.clip.html">torch.clip</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.conj_physical.html">torch.conj_physical</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cos.html">torch.cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cosh.html">torch.cosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.deg2rad.html">torch.deg2rad</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.digamma.html">torch.digamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.erf.html">torch.erf</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.erfc.html">torch.erfc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.erfinv.html">torch.erfinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.exp.html">torch.exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.exp2.html">torch.exp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.expm1.html">torch.expm1</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fix.html">torch.fix</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.floor.html">torch.floor</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.frac.html">torch.frac</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.lgamma.html">torch.lgamma</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log.html">torch.log</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log10.html">torch.log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log1p.html">torch.log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.log2.html">torch.log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logit.html">torch.logit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.i0.html">torch.i0</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isnan.html">torch.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nan_to_num.html">torch.nan_to_num</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.neg.html">torch.neg</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.negative.html">torch.negative</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.positive.html">torch.positive</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.pow.html">torch.pow</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.rad2deg.html">torch.rad2deg</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.reciprocal.html">torch.reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.round.html">torch.round</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.rsqrt.html">torch.rsqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sigmoid.html">torch.sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sign.html">torch.sign</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sgn.html">torch.sgn</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.signbit.html">torch.signbit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sin.html">torch.sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sinc.html">torch.sinc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sinh.html">torch.sinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sqrt.html">torch.sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.square.html">torch.square</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.tan.html">torch.tan</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.tanh.html">torch.tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.trunc.html">torch.trunc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.angle.html">torch.angle</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.positive.html">torch.positive</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.signbit.html">torch.signbit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.isnan.html">torch.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.add.html">torch.add</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.atan2.html">torch.atan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.arctan2.html">torch.arctan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bitwise_and.html">torch.bitwise_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bitwise_or.html">torch.bitwise_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bitwise_xor.html">torch.bitwise_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bitwise_left_shift.html">torch.bitwise_left_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.bitwise_right_shift.html">torch.bitwise_right_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.div.html">torch.div</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.divide.html">torch.divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.floor_divide.html">torch.floor_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmod.html">torch.fmod</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logaddexp.html">torch.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logaddexp2.html">torch.logaddexp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mul.html">torch.mul</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.multiply.html">torch.multiply</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nextafter.html">torch.nextafter</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.remainder.html">torch.remainder</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sub.html">torch.sub</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.subtract.html">torch.subtract</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.true_divide.html">torch.true_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.eq.html">torch.eq</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ne.html">torch.ne</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.le.html">torch.le</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ge.html">torch.ge</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.greater.html">torch.greater</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.greater_equal.html">torch.greater_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.gt.html">torch.gt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.less_equal.html">torch.less_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.lt.html">torch.lt</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.less.html">torch.less</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.maximum.html">torch.maximum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.minimum.html">torch.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmax.html">torch.fmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmin.html">torch.fmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.not_equal.html">torch.not_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logaddexp.html">torch.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.logaddexp2.html">torch.logaddexp2</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.equal.html">torch.equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmin.html">torch.fmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.minimum.html">torch.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.fmax.html">torch.fmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.sum.html">torch.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.mean.html">torch.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.amin.html">torch.amin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.amax.html">torch.amax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.argmin.html">torch.argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.argmax.html">torch.argmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.prod.html">torch.prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.all.html">torch.all</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.norm.html">torch.norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.var.html">torch.var</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.std.html">torch.std</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.atleast_1d.html">torch.atleast_1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.broadcast_tensors.html">torch.broadcast_tensors</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.broadcast_to.html">torch.broadcast_to</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.cat.html">torch.cat</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.chunk.html">torch.chunk</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.column_stack.html">torch.column_stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.dsplit.html">torch.dsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.flatten.html">torch.flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.hsplit.html">torch.hsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.hstack.html">torch.hstack</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.kron.html">torch.kron</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.meshgrid.html">torch.meshgrid</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.narrow.html">torch.narrow</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.nn.functional.unfold.html">torch.nn.functional.unfold</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.ravel.html">torch.ravel</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.select.html">torch.select</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.split.html">torch.split</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.stack.html">torch.stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.t.html">torch.t</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.transpose.html">torch.transpose</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.vsplit.html">torch.vsplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.vstack.html">torch.vstack</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.expand.html">torch.Tensor.expand</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.expand_as.html">torch.Tensor.expand_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.reshape.html">torch.Tensor.reshape</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.reshape_as.html">torch.Tensor.reshape_as</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.unfold.html">torch.Tensor.unfold</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.view.html">torch.Tensor.view</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="nested.html">torch.nested</a></li>
<li class="toctree-l1"><a class="reference internal" href="size.html">torch.Size</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="sparse.html">torch.sparse</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.is_sparse.html">torch.Tensor.is_sparse</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.is_sparse_csr.html">torch.Tensor.is_sparse_csr</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.dense_dim.html">torch.Tensor.dense_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.sparse_dim.html">torch.Tensor.sparse_dim</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.sparse_mask.html">torch.Tensor.sparse_mask</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.to_sparse.html">torch.Tensor.to_sparse</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.to_sparse_coo.html">torch.Tensor.to_sparse_coo</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.to_sparse_csr.html">torch.Tensor.to_sparse_csr</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.to_sparse_csc.html">torch.Tensor.to_sparse_csc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.to_sparse_bsr.html">torch.Tensor.to_sparse_bsr</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.to_sparse_bsc.html">torch.Tensor.to_sparse_bsc</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.to_dense.html">torch.Tensor.to_dense</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.values.html">torch.Tensor.values</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.coalesce.html">torch.Tensor.coalesce</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.sparse_resize_.html">torch.Tensor.sparse_resize_</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.sparse_resize_and_clear_.html">torch.Tensor.sparse_resize_and_clear_</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.is_coalesced.html">torch.Tensor.is_coalesced</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.indices.html">torch.Tensor.indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.crow_indices.html">torch.Tensor.crow_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.col_indices.html">torch.Tensor.col_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.row_indices.html">torch.Tensor.row_indices</a></li>
<li class="toctree-l2"><a class="reference internal" href="generated/torch.Tensor.ccol_indices.html">torch.Tensor.ccol_indices</a></li>
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  <div class="section" id="module-torch.utils.module_tracker">
<span id="torch-utils-module-tracker"></span><h1>torch.utils.module_tracker<a class="headerlink" href="#module-torch.utils.module_tracker" title="Permalink to this heading">#</a></h1>
<p class="date-info-last-verified" style="color: #6c6c6d; font-size: small;">Created On: May 04, 2024 | Last Updated: May 04, 2024</p>
<p>This utility can be used to track the current position inside an <a class="reference internal" href="generated/torch.nn.Module.html#torch.nn.Module" title="torch.nn.Module"><code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.Module</span></code></a> hierarchy.
It can be used within other tracking tools to be able to easily associate measured quantities to user-friendly names. This is used in particular in the FlopCounterMode today.</p>
<dl class="py class">
<dt class="sig sig-object py" id="torch.utils.module_tracker.ModuleTracker">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">torch.utils.module_tracker.</span></span><span class="sig-name descname"><span class="pre">ModuleTracker</span></span><a class="reference external" href="https://github.com/pytorch/pytorch/blob/930de0186135132610e553042bc21c09d9f1ae60/torch/utils/module_tracker.py#L25"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#torch.utils.module_tracker.ModuleTracker" title="Permalink to this definition">#</a></dt>
<dd><p><code class="docutils literal notranslate"><span class="pre">ModuleTracker</span></code> is a context manager that tracks the nn.Module hierarchy during execution
so that other system can query which Module is currently being executed (or its backward is being
executed).</p>
<p>You can access the <code class="docutils literal notranslate"><span class="pre">parents</span></code> attribute on this context manager to get the set of all the
Modules currently being executed via their fqn (fully qualified name, also used as the key within
the state_dict).
You can access the <code class="docutils literal notranslate"><span class="pre">is_bw</span></code> attribute to know if you are currently running in backward or not.</p>
<p>Note that <code class="docutils literal notranslate"><span class="pre">parents</span></code> is never empty and always contains the “Global” key. The <code class="docutils literal notranslate"><span class="pre">is_bw</span></code> flag
will remain <code class="docutils literal notranslate"><span class="pre">True</span></code> after the forward until another Module is executed. If you need it to be
more accurate, please submit an issue requesting this. Adding a map from fqn to the module instance
is possible but not done yet, please submit an issue requesting this if you need it.</p>
<p>Example usage</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">mod</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>

<span class="k">with</span> <span class="n">ModuleTracker</span><span class="p">()</span> <span class="k">as</span> <span class="n">tracker</span><span class="p">:</span>
    <span class="c1"># Access anything during the forward pass</span>
    <span class="k">def</span> <span class="nf">my_linear</span><span class="p">(</span><span class="n">m1</span><span class="p">,</span> <span class="n">m2</span><span class="p">,</span> <span class="n">bias</span><span class="p">):</span>
        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Current modules: </span><span class="si">{</span><span class="n">tracker</span><span class="o">.</span><span class="n">parents</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">mm</span><span class="p">(</span><span class="n">m1</span><span class="p">,</span> <span class="n">m2</span><span class="o">.</span><span class="n">t</span><span class="p">())</span> <span class="o">+</span> <span class="n">bias</span>
    <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">functional</span><span class="o">.</span><span class="n">linear</span> <span class="o">=</span> <span class="n">my_linear</span>

    <span class="n">mod</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>
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