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chore(ml): learning how to sample path candidates #133

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@github-actions github-actions bot added documentation Improvements or additions to documentation python Changes Python code tests Changes tests labels Oct 7, 2024
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codecov bot commented Oct 7, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 79.34%. Comparing base (879bb11) to head (0befee7).

Additional details and impacted files
@@           Coverage Diff           @@
##             main     #133   +/-   ##
=======================================
  Coverage   79.34%   79.34%           
=======================================
  Files          25       25           
  Lines        1753     1753           
=======================================
  Hits         1391     1391           
  Misses        362      362           

☔ View full report in Codecov by Sentry.
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codspeed-hq bot commented Oct 7, 2024

CodSpeed Performance Report

Merging #133 will not alter performance

Comparing machine-learning (0befee7) with main (879bb11)

Summary

✅ 15 untouched benchmarks

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Remaining comments which cannot be posted as a review comment to avoid GitHub Rate Limit

LanguageTool

[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" self.embeddings_2_flow = eqx.nn.MLP(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" + 9, # [tx_rx, state_embeddings, scene_embeddings, wall[i]]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" final_activation=jnp.exp, # Positive flow only\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state: Float[Array, \"num_triangles order\"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: Int[Array, \" \"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: Int[Array, \" \"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" xyz: Float[Array, \"2+num_triangles*3 3\"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ) -> Float[Array, \"num_triangles\"]:\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
The plural noun “flows” cannot be used with the article “a”. Did you mean “a new flow” or “new flows”? (A_NNS[3])
Suggestions: a new flow, new flows
Rule: https://community.languagetool.org/rule/show/A_NNS?lang=en-US&subId=3
Category: GRAMMAR

" Call this model in order to generate a new flows from a given state,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" Call this model in order to generate a new flows from a given state,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" the last selected triangle index, and some input scene.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state: The current state, a one-hot encoding of the path candidate\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in construction. Only one element per column can be non-zero.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: The index of the last triangle that was selected. A negative index\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" indicates that no triangle was previously selected.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" xyz: The array of xyz-coordinates, as returned by\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" :func:`scene_2_sample`.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" The array of flows, one per triangle in the scene.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
If a new sentence starts here, add a space and start with an uppercase letter. (LC_AFTER_PERIOD[1])
Suggestions: Shape, shape
Rule: https://community.languagetool.org/rule/show/LC_AFTER_PERIOD?lang=en-US&subId=1
Category: CASING

" num_triangles, order = state.shape\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" num_triangles, order = state.shape\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" mean = jnp.mean(xyz, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" std = jnp.std(xyz, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" xyz = (xyz - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx_rx = xyz[:2, :].reshape(6)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangles = xyz[2:, :].reshape(num_triangles, 9)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: this input we be the same for every triangle\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx_rx = jnp.tile(tx_rx, (num_triangles, 1))\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [num_triangles num_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: each triangle is mapped to a vector of embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_embeddings = jax.vmap(self.triangles_2_embeddings)(triangles)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the scene is the sum of all embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" scene_embeddings = jnp.sum(triangle_embeddings, axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [num_triangles num_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: this input we be the same for every triangle\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" scene_embeddings = jnp.tile(scene_embeddings, (num_triangles, 1))\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: 'fill_value=num_triangles' is important as we need to generate 'out of bounds'\n",


[LanguageTool] reported by reviewdog 🐶
This expression is normally spelled as one or with a hyphen. (EN_COMPOUNDS_NON_ZERO)
Suggestions: non-zero, nonzero
Rule: https://community.languagetool.org/rule/show/EN_COMPOUNDS_NON_ZERO?lang=en-US
Category: MISC

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" wall_indices, _ = jnp.nonzero(state, size=order, fill_value=num_triangles)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [order num_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: we tell JAX to replace out of bounds indices with zeros,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as this will have no impact on the sum (see next step)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state_embeddings = jnp.take(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_embeddings, wall_indices, axis=0, fill_value=0\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: this contains information about the triangles we already visited,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as a sum of corresponding embeddings (one triangle can appear multiple times)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state_embeddings = jnp.sum(state_embeddings, axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [num_triangles num_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: this input we be the same for every triangle\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state_embeddings = jnp.tile(state_embeddings, (num_triangles, 1))\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the input (per triangle) looks as follows\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # # [tx_rx, state_embeddings, scene_embeddings, triangles[i]]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flow = jax.vmap(self.embeddings_2_flow)(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" jnp.hstack((tx_rx, state_embeddings, scene_embeddings, triangles))\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # Set flow[triangle_index] to zero to prevent consecutive duplicate indices\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # A flow of zero means that there is a zero probability to pick\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # trianles[triangle_index] for the next state.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flow = flow.at[triangle_index].set(0.0) # out of bounds indices are ignored\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"from beartype import beartype as typechecker\n",
"from jaxtyping import Array, Float, Int, PRNGKeyArray, jaxtyped\n",
"\n",
"from differt.plotting import reuse, set_defaults\n",
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[LanguageTool] reported by reviewdog 🐶
If a new sentence starts here, add a space and start with an uppercase letter. (LC_AFTER_PERIOD[1])
Suggestions: Plotting, plotting
Rule: https://community.languagetool.org/rule/show/LC_AFTER_PERIOD?lang=en-US&subId=1
Category: CASING

" \"plotly\"\n",
") # Our scene is simple, and Plotly is the best backend for online interactive plots :-)\n",
"\n",
"file = get_sionna_scene(\"simple_street_canyon\")\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

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Remaining comments which cannot be posted as a review comment to avoid GitHub Rate Limit

LanguageTool

[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" out_size=num_embeddings,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" self.rx_2_embeddings = eqx.nn.MLP(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" out_size=num_embeddings,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" self.triangles_2_embeddings = eqx.nn.MLP(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" out_size=num_embeddings,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" del key_1, key_2, key_3\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # 2 - Embeddings to flow\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" self.embeddings_2_flow = eqx.nn.MLP(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in_size=num_embeddings * 5,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" final_activation=jnp.exp, # Positive flow only\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state: Float[Array, \"num_triangles order\"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: Int[Array, \" \"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: Int[Array, \" \"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ) -> Float[Array, \"num_triangles\"]:\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
The plural noun “flows” cannot be used with the article “a”. Did you mean “a new flow” or “new flows”? (A_NNS[3])
Suggestions: a new flow, new flows
Rule: https://community.languagetool.org/rule/show/A_NNS?lang=en-US&subId=3
Category: GRAMMAR

" Call this model in order to generate a new flows from a given state,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" Call this model in order to generate a new flows from a given state,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" the last selected triangle index, and some input scene.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state: The current state, a one-hot encoding of the path candidate\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in construction. Only one element per column can be non-zero.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: The index of the last triangle that was selected. A negative index\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" indicates that no triangle was previously selected.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" xyz: The array of xyz-coordinates, as returned by\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" :func:`scene_2_sample`.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" The array of flows, one per triangle in the scene.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
If a new sentence starts here, add a space and start with an uppercase letter. (LC_AFTER_PERIOD[1])
Suggestions: Shape, shape
Rule: https://community.languagetool.org/rule/show/LC_AFTER_PERIOD?lang=en-US&subId=1
Category: CASING

" num_triangles, order = state.shape\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" num_triangles, order = state.shape\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx = scene.transmitters.reshape(-1, 3)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx = scene.receivers.reshape(-1, 3)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flat_tri = scene.mesh.triangle_vertices.reshape(-1, 3)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # 2 - Data normalization\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" eps = jnp.finfo(flat_tri.dtype).eps\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" mean = jnp.mean(flat_tri, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" std = jnp.std(flat_tri, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx = (tx - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx = (rx - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flat_tri = (flat_tri - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri = flat_tri.reshape(-1, 9)\n",


[LanguageTool] reported by reviewdog 🐶
If a new sentence starts here, add a space and start with an uppercase letter. (LC_AFTER_PERIOD[1])
Suggestions: Shape, shape
Rule: https://community.languagetool.org/rule/show/LC_AFTER_PERIOD?lang=en-US&subId=1
Category: CASING

" assert tri.shape[0] == num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" assert tri.shape[0] == num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # 3 - Computing embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx_embeddings = jax.vmap(self.tx_2_embeddings)(tx).sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx_embeddings = jax.vmap(self.rx_2_embeddings)(tx).sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [num_triangles num_tx_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: each triangle is mapped to a vector of embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri_embeddings = jax.vmap(self.triangles_2_embeddings)(tri)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the scene is the sum of all triangle embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" scene_embeddings = tri_embeddings.sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: 'fill_value=num_triangles' is important as we need to generate 'out of bounds'\n",


[LanguageTool] reported by reviewdog 🐶
This expression is normally spelled as one or with a hyphen. (EN_COMPOUNDS_NON_ZERO)
Suggestions: non-zero, nonzero
Rule: https://community.languagetool.org/rule/show/EN_COMPOUNDS_NON_ZERO?lang=en-US
Category: MISC

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" wall_indices, _ = jnp.nonzero(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state, size=order, fill_value=num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [order num_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: we tell JAX to replace out of bounds indices with zeros,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as this will have no impact on the sum (see next step),\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # and this contains information about the triangles we already visited,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as a sum of corresponding embeddings (one triangle can appear multiple times)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state_embeddings = jnp.take(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri_embeddings, wall_indices, axis=0, fill_value=0\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the input (per triangle) looks as follows\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # # [tx, rx, state, scene, triangles[i]]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" lambda *embeddings: self.embeddings_2_flow(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" jnp.concatenate(embeddings)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in_axes=(None, None, None, None, 0),\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # Set flow[triangle_index] to zero to prevent consecutive duplicate indices\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # A flow of zero means that there is a zero probability to pick\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # trianles[triangle_index] for the next state.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flow = flow.at[triangle_index].set(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ) # out of bounds indices are ignored\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘'’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ] # Each state s' has only one possible parent state s\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘'’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ] # Each state s' has only one possible parent state s\n",

"outputs": [],
"source": [
"class FlowModel(eqx.Module):\n",
" \"\"\"The flow model that returns flows between two states.\"\"\"\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"class FlowModel(eqx.Module):\n",
" \"\"\"The flow model that returns flows between two states.\"\"\"\n",
"\n",
" # Layers\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" \"\"\"The flow model that returns flows between two states.\"\"\"\n",
"\n",
" # Layers\n",
" tx_2_embeddings: eqx.nn.MLP\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"\n",
" # Layers\n",
" tx_2_embeddings: eqx.nn.MLP\n",
" rx_2_embeddings: eqx.nn.MLP\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # Layers\n",
" tx_2_embeddings: eqx.nn.MLP\n",
" rx_2_embeddings: eqx.nn.MLP\n",
" triangles_2_embeddings: eqx.nn.MLP\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"\n",
" # Layers\n",
"\n",
" key_1, key_2, key_3 = jax.random.split(key_embeds, 3)\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"\n",
" key_1, key_2, key_3 = jax.random.split(key_embeds, 3)\n",
"\n",
" del key_embeds\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"\n",
" del key_embeds\n",
"\n",
" # 1 - World coordinates to embeddings\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" del key_embeds\n",
"\n",
" # 1 - World coordinates to embeddings\n",
" self.tx_2_embeddings = eqx.nn.MLP(\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"\n",
" # 1 - World coordinates to embeddings\n",
" self.tx_2_embeddings = eqx.nn.MLP(\n",
" in_size=3,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

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Remaining comments which cannot be posted as a review comment to avoid GitHub Rate Limit

LanguageTool

[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state: Float[Array, \"num_triangles order\"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: Int[Array, \" \"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: Int[Array, \" \"],\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ) -> Float[Array, \"num_triangles\"]:\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
The plural noun “flows” cannot be used with the article “a”. Did you mean “a new flow” or “new flows”? (A_NNS[3])
Suggestions: a new flow, new flows
Rule: https://community.languagetool.org/rule/show/A_NNS?lang=en-US&subId=3
Category: GRAMMAR

" Call this model in order to generate a new flows from a given state,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" Call this model in order to generate a new flows from a given state,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" the last selected triangle index, and some input scene.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state: The current state, a one-hot encoding of the path candidate\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in construction. Only one element per column can be non-zero.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" triangle_index: The index of the last triangle that was selected. A negative index\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" indicates that no triangle was previously selected.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" xyz: The array of xyz-coordinates, as returned by\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" :func:`scene_2_sample`.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" The array of flows, one per triangle in the scene.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
If a new sentence starts here, add a space and start with an uppercase letter. (LC_AFTER_PERIOD[1])
Suggestions: Shape, shape
Rule: https://community.languagetool.org/rule/show/LC_AFTER_PERIOD?lang=en-US&subId=1
Category: CASING

" num_triangles, order = state.shape\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" num_triangles, order = state.shape\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx = scene.transmitters.reshape(-1, 3)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx = scene.receivers.reshape(-1, 3)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flat_tri = scene.mesh.triangle_vertices.reshape(-1, 3)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # 2 - Data normalization\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" eps = jnp.finfo(flat_tri.dtype).eps\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" mean = jnp.mean(flat_tri, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" std = jnp.std(flat_tri, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx = (tx - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx = (rx - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flat_tri = (flat_tri - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri = flat_tri.reshape(-1, 9)\n",


[LanguageTool] reported by reviewdog 🐶
If a new sentence starts here, add a space and start with an uppercase letter. (LC_AFTER_PERIOD[1])
Suggestions: Shape, shape
Rule: https://community.languagetool.org/rule/show/LC_AFTER_PERIOD?lang=en-US&subId=1
Category: CASING

" assert tri.shape[0] == num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" assert tri.shape[0] == num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # 3 - Computing embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx_embeddings = jax.vmap(self.tx_2_embeddings)(tx).sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx_embeddings = jax.vmap(self.rx_2_embeddings)(tx).sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [num_triangles num_tx_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: each triangle is mapped to a vector of embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri_embeddings = jax.vmap(self.triangles_2_embeddings)(tri)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the scene is the sum of all triangle embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" scene_embeddings = tri_embeddings.sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: 'fill_value=num_triangles' is important as we need to generate 'out of bounds'\n",


[LanguageTool] reported by reviewdog 🐶
This expression is normally spelled as one or with a hyphen. (EN_COMPOUNDS_NON_ZERO)
Suggestions: non-zero, nonzero
Rule: https://community.languagetool.org/rule/show/EN_COMPOUNDS_NON_ZERO?lang=en-US
Category: MISC

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" wall_indices, _ = jnp.nonzero(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state, size=order, fill_value=num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [order num_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: we tell JAX to replace out of bounds indices with zeros,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as this will have no impact on the sum (see next step),\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # and this contains information about the triangles we already visited,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as a sum of corresponding embeddings (one triangle can appear multiple times)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state_embeddings = jnp.take(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri_embeddings, wall_indices, axis=0, fill_value=0\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the input (per triangle) looks as follows\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # # [tx, rx, state, scene, triangles[i]]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" lambda *embeddings: self.embeddings_2_flow(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" jnp.concatenate(embeddings)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in_axes=(None, None, None, None, 0),\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # Set flow[triangle_index] to zero to prevent consecutive duplicate indices\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # A flow of zero means that there is a zero probability to pick\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # trianles[triangle_index] for the next state.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flow = flow.at[triangle_index].set(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ) # out of bounds indices are ignored\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘'’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ] # Each state s' has only one possible parent state s\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘'’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ] # Each state s' has only one possible parent state s\n",

" # 1 - World coordinates to embeddings\n",
" self.tx_2_embeddings = eqx.nn.MLP(\n",
" in_size=3,\n",
" out_size=num_embeddings,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" self.tx_2_embeddings = eqx.nn.MLP(\n",
" in_size=3,\n",
" out_size=num_embeddings,\n",
" width_size=500,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in_size=3,\n",
" out_size=num_embeddings,\n",
" width_size=500,\n",
" depth=3,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" out_size=num_embeddings,\n",
" width_size=500,\n",
" depth=3,\n",
" key=key_1,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" width_size=500,\n",
" depth=3,\n",
" key=key_1,\n",
" )\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in_size=num_embeddings * 5,\n",
" out_size=\"scalar\",\n",
" width_size=500,\n",
" depth=3,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" out_size=\"scalar\",\n",
" width_size=500,\n",
" depth=3,\n",
" final_activation=jnp.exp, # Positive flow only\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" width_size=500,\n",
" depth=3,\n",
" final_activation=jnp.exp, # Positive flow only\n",
" key=key_flow,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" depth=3,\n",
" final_activation=jnp.exp, # Positive flow only\n",
" key=key_flow,\n",
" )\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" key=key_flow,\n",
" )\n",
"\n",
" del key_flow\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

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Remaining comments which cannot be posted as a review comment to avoid GitHub Rate Limit

LanguageTool

[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" mean = jnp.mean(flat_tri, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" std = jnp.std(flat_tri, axis=0, keepdims=True)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx = (tx - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx = (rx - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flat_tri = (flat_tri - mean) / (std + eps)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri = flat_tri.reshape(-1, 9)\n",


[LanguageTool] reported by reviewdog 🐶
If a new sentence starts here, add a space and start with an uppercase letter. (LC_AFTER_PERIOD[1])
Suggestions: Shape, shape
Rule: https://community.languagetool.org/rule/show/LC_AFTER_PERIOD?lang=en-US&subId=1
Category: CASING

" assert tri.shape[0] == num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" assert tri.shape[0] == num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # 3 - Computing embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tx_embeddings = jax.vmap(self.tx_2_embeddings)(tx).sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx_embeddings = jax.vmap(self.rx_2_embeddings)(tx).sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [num_triangles num_tx_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: each triangle is mapped to a vector of embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri_embeddings = jax.vmap(self.triangles_2_embeddings)(tri)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the scene is the sum of all triangle embeddings\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" scene_embeddings = tri_embeddings.sum(axis=0)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: 'fill_value=num_triangles' is important as we need to generate 'out of bounds'\n",


[LanguageTool] reported by reviewdog 🐶
This expression is normally spelled as one or with a hyphen. (EN_COMPOUNDS_NON_ZERO)
Suggestions: non-zero, nonzero
Rule: https://community.languagetool.org/rule/show/EN_COMPOUNDS_NON_ZERO?lang=en-US
Category: MISC

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # indices for missing values (only current_order <= order are non zero)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" wall_indices, _ = jnp.nonzero(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state, size=order, fill_value=num_triangles\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # [order num_embeddings]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: we tell JAX to replace out of bounds indices with zeros,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as this will have no impact on the sum (see next step),\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # and this contains information about the triangles we already visited,\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # as a sum of corresponding embeddings (one triangle can appear multiple times)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" state_embeddings = jnp.take(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" tri_embeddings, wall_indices, axis=0, fill_value=0\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # note: the input (per triangle) looks as follows\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # # [tx, rx, state, scene, triangles[i]]\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" lambda *embeddings: self.embeddings_2_flow(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" jnp.concatenate(embeddings)\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" in_axes=(None, None, None, None, 0),\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # Set flow[triangle_index] to zero to prevent consecutive duplicate indices\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # A flow of zero means that there is a zero probability to pick\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # trianles[triangle_index] for the next state.\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flow = flow.at[triangle_index].set(\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ) # out of bounds indices are ignored\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘'’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ] # Each state s' has only one possible parent state s\n",


[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘'’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" ] # Each state s' has only one possible parent state s\n",

"\n",
" del key_flow\n",
"\n",
" @eqx.filter_jit\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" del key_flow\n",
"\n",
" @eqx.filter_jit\n",
" def __call__(\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"\n",
" @eqx.filter_jit\n",
" def __call__(\n",
" self,\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" @eqx.filter_jit\n",
" def __call__(\n",
" self,\n",
" state: Float[Array, \"num_triangles order\"],\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" def __call__(\n",
" self,\n",
" state: Float[Array, \"num_triangles order\"],\n",
" triangle_index: Int[Array, \" \"],\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" # 1 - Extracting data\n",
" num_triangles, order = state.shape\n",
"\n",
" tx = scene.transmitters.reshape(-1, 3)\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" num_triangles, order = state.shape\n",
"\n",
" tx = scene.transmitters.reshape(-1, 3)\n",
" rx = scene.receivers.reshape(-1, 3)\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

"\n",
" tx = scene.transmitters.reshape(-1, 3)\n",
" rx = scene.receivers.reshape(-1, 3)\n",
" flat_tri = scene.mesh.triangle_vertices.reshape(-1, 3)\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" rx = scene.receivers.reshape(-1, 3)\n",
" flat_tri = scene.mesh.triangle_vertices.reshape(-1, 3)\n",
"\n",
" # 2 - Data normalization\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

" flat_tri = scene.mesh.triangle_vertices.reshape(-1, 3)\n",
"\n",
" # 2 - Data normalization\n",
" eps = jnp.finfo(flat_tri.dtype).eps\n",
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[LanguageTool] reported by reviewdog 🐶
Unpaired symbol: ‘"’ seems to be missing (EN_UNPAIRED_QUOTES)
URL: https://languagetool.org/insights/post/punctuation-guide/#what-are-parentheses
Rule: https://community.languagetool.org/rule/show/EN_UNPAIRED_QUOTES?lang=en-US
Category: PUNCTUATION

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