o giC@sddlZddlZddlZddlmZddlZddlZdZddZ d.ddZ ddZ d d Z ee d d 7Zed 7Zee dd7Zd Zee e7Zee dd7Zee edd7Zee dd7Zee edd7Zee dd7Zee edd7Zee dd7Zee edd7Zee dd7Zee d7Zee dd7Zee d7Zee dd7Zd Zee e7Zee d!d7Zee ed"d7Zee d#d7Zee ed$d7Zee d%d7Zee ed&d7Zee d'd7Zd(Zee e7Zee d!d7Zee ed"d7Zee d#d7Zee ed$d7Zee d%d7Zee ed&d7Zee d)d7Zd*Zee e7Zee d!d7Zee ed"d7Zee d#d7Zee ed$d7Zeejejejed+d,d-ZeeWddS1siwYdS)/NcCsJ|d}d}ddd|D}|d7}|d|d7}|d7}|S) N rcSs g|] }|rd|qSz strip.0liner `/home/ubuntu/SoloSpeech/.venv/lib/python3.10/site-packages/docs/source/generate_compiled_code.py s zgenerate_op..zThe operation .. code-block:: Python  z!compiles to the following code: )rsplitjoin)func_strrst func_str_rstr r r generate_op srcCs|dur d|d}nd}|d}d}d|d|d<d|}|}|ds.J|ddd|d}tttd }t|||td ||}|d}dd d |D}|d 7}|d|7}|d 7}|S)Nz , backend=""rrzcode = )z , graph=True)jnpeinxnpcodecSsg|] }|rd|qSrrrr r r r +sz!generate_code..rr ) rrrendswithrrrexeceval)rbackendrlocals_globalsrr r r generate_codes&    r!cCs d}|t|7}|t|7}|S)Nr)rr!)rrr r r generate3s  r"cCsd|d|t|dS)Nrr)len)textcharr r r underline<sr&zExamples of compiled code#a The following are examples of various einx operations along with the Python code snippet that einx compiles for them, using either the default backend or explicitly specifying a backend. The compiled code can be inspected by passing ``graph=True`` to the einx operation. zAxis permutation=z7 x = np.zeros((10, 5, 2)) einx.id("a b c -> b c a", x) zWith ``backend="numpy"``-numpy)rzWith ``backend="torch"``torchzWith ``backend="jax"``jaxzWith ``backend="arrayapi"``arrayapizAxis flatteningz= x = np.zeros((10, 5)) einx.id("(a b) c -> a (b c)", x, b=2) zNo-opz0 x = np.zeros((10, 5)) einx.id("a b -> a b", x) zElement-wise multiplicationzi x = jnp.zeros((2, (5 * 6))) y = jnp.zeros((4, 3, 6)) einx.multiply("a (d e), c b e -> a b c d e", x, y) z With ``backend="jax.numpylike"``z jax.numpylikezWith ``backend="jax.vmap"``zjax.vmapzWith ``backend="jax.einsum"``z jax.einsumz Dot-productzS x = jnp.zeros((2, 3)) y = jnp.zeros((4, 3)) einx.dot("a [b], c [b] -> c a", x, y) Indexingzg x = jnp.zeros((2, 128, 128, 3)) y = jnp.zeros((50, 2)) einx.get_at("b [h w] c, p [2] -> b p c", x, y) morezcompiledcode.rstw)N)rr*ros jax.numpyrr+array_api_compatreportrr!r"r&rropenpathrdirnameabspath__file__fwriter r r r st         ( $