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</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">Is there a more efficient way to implement this loop?</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
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The header for this code can be improved by following the PEP 8 style
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guide and using more descriptive variable names. Here's a revised
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version of the header with improved naming conventions:
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```python
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# https://dodona.be/nl/courses/3363/series/36080/activities/1128421449
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from Bio import SeqIO
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nucleotides = ['A', 'C', 'G', 'T']
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def most_frequent_kmers(sequence: str, k: int, d: int) -> set:
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"""Find the most frequent k-mers in a given DNA sequence.
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Args:
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sequence (str): The DNA sequence to search for k-mers.
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k (int): The length of the k-mers.
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d (int): The maximum Hamming distance between k-mers.
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Returns:
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A set containing the most frequent k-mers in the given sequence.
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>>> most_frequent_kmers('ACGTTGCATGTCGCATGATGCATGAGAGCT',
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4, 1)
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{'ACAT', 'ATGT'}
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>>> most_frequent_kmers('AACAAGCTGATAAACATTTAAAGAG', 5, 1)
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{'TTAAA', 'TTTAA', 'TTTTA', 'TAAAA'}
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>>> most_frequent_kmers('AAAATTTTTTTT', 3, 0)
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{}
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>>> most_frequent_kmers('CAT', 1, 0)
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{}
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>>> from Bio import SeqIO
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>>> most_frequent_kmers(*SeqIO.parse('data/09-data.fna',
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'fasta'), 10, 2)
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{'CCGGCGGCCG', 'CGGCCGCCGG'}
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"""
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```</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">Header: "Flatten recursion"</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
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Improving the running time of this function can be done by reducing the
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number of iterations through the suffix_neighbors set and by using a
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more efficient algorithm for computing the Hamming distance between two
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strings. Here are a few ways to optimize the function:
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1. Use a more efficient data structure for storing the d-neighborhood,
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such as a list or a dictionary, rather than a set. This can help reduce
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the time it takes to add and remove elements from the neighborhood.
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2. Replace the inner loop with a more efficient algorithm for computing
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the Hamming distance between two strings. One way to do this is to use
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the Levenshtein distance algorithm, which has a time complexity of
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O(n+m) instead of O(nm), where n and m are the lengths of the two
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strings.
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3. Use memoization or dynamic programming to cache the results of
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previous calls to the function, so that if the same d-neighborhood is
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requested multiple times, it can be returned more quickly from memory
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instead of being recomputed each time. This can help reduce the overall
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running time of the function by avoiding redundant computations.
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Here's an example of how you could modify the function to use a list for
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storing the d-neighborhood and implement memoization:
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```python
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import collections
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def neighbors(s: str, d: int) -> set:
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"""Return the d-neighborhood of s
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The d-neighborhood of a string s is the set of all k-mers whose
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Hamming distance from s does not exceed d.
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>>> neighbors('ACG', 1)
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{'ACG', 'ACC', 'AAG', 'AGG', 'CCG', 'TCG', 'GCG', 'ACT', 'ATG',
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'ACA'}
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"""
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if isinstance(s, SeqIO.SeqRecord):
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s = s.seq
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if d == 0:
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return {str(s)}
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if len(s) == 1:
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return {'A', 'C', 'G', 'T'}
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neighborhood = []
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suffix_neighbors = neighbors(s[1:], d)
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for text in suffix_neighbors:
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hamming_distance = LevenshteinDistance.distance(s[1:], text)
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if hamming_distance < d:
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neighborhood += ['A' + text, 'C' + text, 'G' + text, 'T' +
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text]
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else:
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neighborhood += [s[0] + text]
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return neighborhood
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# Memoization cache for storing the results of previous calls to the
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function
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neighborhood_cache = collections.defaultdict(list)
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def memoized_neighbors(s: str, d: int):
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"""Return the d-neighborhood of s using memoization"""
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if (s, d) in neighborhood_cache:
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|
|
return neighborhood_cache[(s, d)]
|
|||
|
|
else:
|
|||
|
|
neighborhood = neighbors(s, d)
|
|||
|
|
neighborhood_cache[(s, d)] = neighborhood
|
|||
|
|
return neighborhood
|
|||
|
|
```</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]"> "The Artistry of Bread Making: A User's Guide"
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">Header: "Settings Error"</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
Optimize this code:
|
|||
|
|
```python
|
|||
|
|
# Optimized
|
|||
|
|
from Bio import SeqIO
|
|||
|
|
|
|||
|
|
def most_frequent_kmers(s: str, k: int, d: int) -> set:
|
|||
|
|
"""Returns the set of most frequent k-mers with up to d mismatches in s
|
|||
|
|
|
|||
|
|
>>> most_frequent_kmers('ACGTTGCATGTCGCATGATGCATGAGAGCT', 4, 1)
|
|||
|
|
{'GATG', 'ATGT', 'ATGC'}
|
|||
|
|
>>> most_frequent_kmers('AACAAGCTGATAAACATTTAAAGAG', 5, 1)
|
|||
|
|
{'AAAAA'}
|
|||
|
|
|
|||
|
|
>>> from Bio import SeqIO
|
|||
|
|
>>> most_frequent_kmers(*SeqIO.parse('8-data.fna', 'fasta'), 10, 2)
|
|||
|
|
{'GCACACAGAC', 'GCGCACACAC'}
|
|||
|
|
"""
|
|||
|
|
|
|||
|
|
if isinstance(s, SeqIO.SeqRecord):
|
|||
|
|
s = s.seq
|
|||
|
|
|
|||
|
|
# Calculate the number of possible k-mers in the string
|
|||
|
|
n_kmers = 4 ** k
|
|||
|
|
|
|||
|
|
# Create a dictionary to store the counts for each k-mer
|
|||
|
|
kmer_counts = {}
|
|||
|
|
|
|||
|
|
# Iterate through each k-mer in the string
|
|||
|
|
for i in range(len(s) - k + 1):
|
|||
|
|
kmer = s[i:i+k]
|
|||
|
|
if kmer not in kmer_counts:
|
|||
|
|
kmer_counts[kmer] = 0
|
|||
|
|
kmer_counts[kmer] += 1
|
|||
|
|
|
|||
|
|
# Find the maximum count of any k-mer
|
|||
|
|
max_count = max(kmer_counts.values())
|
|||
|
|
|
|||
|
|
# Return the set of k-mers with the highest count, up to d mismatches
|
|||
|
|
return {kmer for kmer, count in kmer_counts.items() if count == max_count}
|
|||
|
|
```</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">Optimize Pattern Count</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]"> Hello World!
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]"> Meme title: ?
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
Rewrite using list comprehension:
|
|||
|
|
```python
|
|||
|
|
skew_over_time = [0] + [(i == 'G' and 1) or (i == 'C' and -1) for i in s]
|
|||
|
|
```</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]"> "The Basics of Chatbots"
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]"> "Home Assistant Integration"
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
Plant Life</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]"> Greetings from AI!
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
"Discord Rich Presence Updater"</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
Backup ZFS with Restic</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
This line uses `curl` with the `--netrc`, `-k`, and `-a` options to transfer a file using SFTP.</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
Meaning of dmesg message</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]"> Greetings! How can I assist you today?
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
|
|
"""
|
|||
|
|
|
|||
|
|
</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
|
|||
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AI in LaTeX</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">
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"Terminal Closes with Stack Smashing Error"</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">New Chat</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">Compose row with icon.</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">Android Button w/ Icon</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.228A48.394 48.394 0 0012 3c-2.392 0-4.744.175-7.043.513C3.373 3.746 2.25 5.14 2.25 6.741v6.018z"></path></svg></div> <div class="text-left self-center overflow-hidden w-[180px]">Git selective line commit.</div></div></button> </div><div class="w-full pr-2 relative"><button class="w-full flex justify-between rounded-md px-3 py-2 hover:bg-gray-900 transition whitespace-nowrap text-ellipsis"><div class="flex self-center flex-1"><div class="self-center mr-3"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M2.25 12.76c0 1.6 1.123 2.994 2.707 3.227 1.087.16 2.185.283 3.293.369V21l4.076-4.076a1.526 1.526 0 011.037-.443 48.282 48.282 0 005.68-.494c1.584-.233 2.707-1.626 2.707-3.228V6.741c0-1.602-1.123-2.995-2.707-3.22
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Write a short introductory message to place on the landing page of a public a website. The websites hosts archives of chats with LLMs. The purpose of the site is to share those chats by URL if I am using LLMs in projects to generate code or such. It is a simple website.
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Make it known that the message on the landing page is also written using AI.</pre> <div class="flex justify-start space-x-1"> <button class="invisible group-hover:visible p-1 rounded dark:hover:text-white transition edit-user-message-button"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M16.862 4.487l1.687-1.688a1.875 1.875 0 112.652 2.652L6.832 19.82a4.5 4.5 0 01-1.897 1.13l-2.685.8.8-2.685a4.5 4.5 0 011.13-1.897L16.863 4.487zm0 0L19.5 7.125"></path></svg></button> <button class="invisible group-hover:visible p-1 rounded dark:hover:text-white transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M15.666 3.888A2.25 2.25 0 0013.5 2.25h-3c-1.03 0-1.9.693-2.166 1.638m7.332 0c.055.194.084.4.084.612v0a.75.75 0 01-.75.75H9a.75.75 0 01-.75-.75v0c0-.212.03-.418.084-.612m7.332 0c.646.049 1.288.11 1.927.184 1.1.128 1.907 1.077 1.907 2.185V19.5a2.25 2.25 0 01-2.25 2.25H6.75A2.25 2.25 0 014.5 19.5V6.257c0-1.108.806-2.057 1.907-2.185a48.208 48.208 0 011.927-.184"></path></svg></button></div></div></div></div></div> </div></div><div class="w-full"><div class="flex flex-col justify-between px-5 mb-3 max-w-3xl mx-auto rounded-lg group"><div class="flex w-full message-acde799c-23fc-43b8-9d69-73e8445f6a41 svelte-1u5gq5j"><div class="mr-4"><img src="acc815c5-452a-46a7-83ef-002e76a8a078_files/favicon.png" class="max-w-[28px] object-cover rounded-full" alt="profile" draggable="false"></div> <div class="w-full overflow-hidden"><div class="self-center font-bold mb-0.5 capitalize line-clamp-1"> llama2:latest <span class="invisible group-hover:visible text-gray-400 text-xs font-medium">20/02/2024 13:36</span></div> <div class="prose chat-assistant w-full max-w-full dark:prose-invert prose-headings:my-0 prose-p:m-0 prose-p:-mb-6 prose-pre:my-0 prose-table:my-0 prose-blockquote:my-0 prose-img:my-0 prose-ul:-my-4 prose-ol:-my-4 prose-li:-my-3 prose-ul:-mb-6 prose-ol:-mb-8 prose-li:-mb-4 whitespace-pre-line svelte-1u5gq5j"><div><div class="w-full"><p>Welcome to my public website showcasing my experiments and explorations in using Large Language Models (LLMs) for generating code and providing insights! As a single developer, I've found that LLMs can be incredibly useful tools in my work, and I'm excited to share my experiences and findings with you.</p>
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<p>Interested in learning more about how I use LLMs to generate code? Check out the archives of chats on this site, where you can explore examples of our conversations and see how LLMs can help streamline development processes. And, as a fun bonus, you'll notice that even this message you're reading right now was written using AI – isn't that cool? 🤖</p>
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<p>Thanks for stopping by, and I hope you enjoy exploring the site!</p>
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<div class="flex justify-start space-x-1 -mt-1 overflow-x-auto buttons text-gray-700 dark:text-gray-500 svelte-1u5gq5j"> <button class="visible p-1 rounded dark:hover:text-white hover:text-black transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M16.862 4.487l1.687-1.688a1.875 1.875 0 112.652 2.652L6.832 19.82a4.5 4.5 0 01-1.897 1.13l-2.685.8.8-2.685a4.5 4.5 0 011.13-1.897L16.863 4.487zm0 0L19.5 7.125"></path></svg></button> <button class="visible p-1 rounded dark:hover:text-white hover:text-black transition copy-response-button"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M15.666 3.888A2.25 2.25 0 0013.5 2.25h-3c-1.03 0-1.9.693-2.166 1.638m7.332 0c.055.194.084.4.084.612v0a.75.75 0 01-.75.75H9a.75.75 0 01-.75-.75v0c0-.212.03-.418.084-.612m7.332 0c.646.049 1.288.11 1.927.184 1.1.128 1.907 1.077 1.907 2.185V19.5a2.25 2.25 0 01-2.25 2.25H6.75A2.25 2.25 0 014.5 19.5V6.257c0-1.108.806-2.057 1.907-2.185a48.208 48.208 0 011.927-.184"></path></svg></button> <button class="visible p-1 rounded dark:hover:text-white hover:text-black transition"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" xmlns="http://www.w3.org/2000/svg"><path d="M14 9V5a3 3 0 0 0-3-3l-4 9v11h11.28a2 2 0 0 0 2-1.7l1.38-9a2 2 0 0 0-2-2.3zM7 22H4a2 2 0 0 1-2-2v-7a2 2 0 0 1 2-2h3"></path></svg></button> <button class="visible p-1 rounded dark:hover:text-white hover:text-black transition"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" xmlns="http://www.w3.org/2000/svg"><path d="M10 15v4a3 3 0 0 0 3 3l4-9V2H5.72a2 2 0 0 0-2 1.7l-1.38 9a2 2 0 0 0 2 2.3zm7-13h2.67A2.31 2.31 0 0 1 22 4v7a2.31 2.31 0 0 1-2.33 2H17"></path></svg></button> <button id="speak-button-acde799c-23fc-43b8-9d69-73e8445f6a41" class="visible p-1 rounded dark:hover:text-white hover:text-black transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M19.114 5.636a9 9 0 010 12.728M16.463 8.288a5.25 5.25 0 010 7.424M6.75 8.25l4.72-4.72a.75.75 0 011.28.53v15.88a.75.75 0 01-1.28.53l-4.72-4.72H4.51c-.88 0-1.704-.507-1.938-1.354A9.01 9.01 0 012.25 12c0-.83.112-1.633.322-2.396C2.806 8.756 3.63 8.25 4.51 8.25H6.75z"></path></svg></button> <button class="visible p-1 rounded dark:hover:text-white hover:text-black transition whitespace-pre-wrap" id="info-acde799c-23fc-43b8-9d69-73e8445f6a41"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M11.25 11.25l.041-.02a.75.75 0 011.063.852l-.708 2.836a.75.75 0 001.063.853l.041-.021M21 12a9 9 0 11-18 0 9 9 0 0118 0zm-9-3.75h.008v.008H12V8.25z"></path></svg></button> <button type="button" class="visible p-1 rounded dark:hover:text-white hover:text-black transition regenerate-response-button"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M21 12a9 9 0 1 1-18 0 9 9 0 0 1 18 0Z"></path><path stroke-linecap="round" stroke-linejoin="round" d="M15.91 11.672a.375.375 0 0 1 0 .656l-5.603 3.113a.375.375 0 0 1-.557-.328V8.887c0-.286.307-.466.557-.327l5.603 3.112Z"></path></svg></button> <button type="button" class="visible p-1 rounded dark:hover:text-white hover:text-black transition regenerate-response-button"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" class="w-4 h-4"><path stroke-linecap="round" stroke-linejoin="round" d="M16.023 9.348h4
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<span class="cleanslate TridactylStatusIndicator TridactylModeinsert | survival" style="border: #37adff var(--tridactyl-indicator-border-style, solid) var(--tridactyl-indicator-border-width, 1.5px) !important">insert | survival</span></body><iframe class="cleanslate hidden" src="acc815c5-452a-46a7-83ef-002e76a8a078_files/commandline.html" id="cmdline_iframe" loading="lazy" style="height: 0px !important;"></iframe></html>
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