Yanisadel commited on
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b2fd83a
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1 Parent(s): c12d243

Update app.py

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  1. app.py +48 -31
app.py CHANGED
@@ -35,33 +35,34 @@ def read_dna_sequence(dna_text, fasta_file):
35
  if dna_text and dna_text.strip():
36
  dna_sequence = dna_text.strip().replace("\n", "")
37
 
38
- # Uploaded FASTA overrides text
39
  if fasta_file is not None:
40
  if dna_sequence:
41
- warning = "Warning: Both pasted DNA and FASTA file provided. Using file only."
42
 
43
- try:
44
- with open(fasta_file.name, "r") as f:
45
- content = f.read()
46
-
47
- if not content.startswith(">"):
48
- error = "Invalid FASTA: must start with '>' header line."
49
- return "", warning, error
50
-
51
- sequence = ""
52
- for line in content.splitlines():
53
- if not line or line.startswith(">"):
54
- continue
55
- sequence += line.strip()
56
-
57
- dna_sequence = sequence
58
-
59
- except Exception:
60
- error = "Could not read the FASTA file."
 
61
 
62
  if dna_sequence and not dna_sequence.isupper():
63
  dna_sequence = dna_sequence.upper()
64
- warning += "\nNote: DNA sequence was converted to uppercase."
65
 
66
  return dna_sequence, warning.strip(), error
67
 
@@ -85,18 +86,18 @@ def validate_inputs(dna_sequence: str, custom_question: str):
85
  placeholders = custom_question.count("<DNA>")
86
 
87
  if not custom_question.strip():
88
- return False, "Please provide a question."
89
 
90
  if dna_sequence and placeholders == 0:
91
  log_message("Error: DNA sequence provided but no <DNA> token.")
92
- return False, "Your question must contain the <DNA> token if you provide a DNA sequence."
93
 
94
  if not dna_sequence and placeholders == 1:
95
  log_message("Error: <DNA> token but no sequence.")
96
- return False, "You must provide a DNA sequence if you use the <DNA> token."
97
 
98
  if placeholders > 1:
99
- return False, "Only one <DNA> token is allowed."
100
 
101
  return True, ""
102
 
@@ -128,6 +129,8 @@ def run_chatnt(dna_text, fasta_file, custom_question):
128
  if warning:
129
  feedback_msgs.append(warning)
130
 
 
 
131
  return result, "\n".join(feedback_msgs)
132
 
133
 
@@ -138,8 +141,8 @@ css = """
138
  footer { display: none !important; }
139
  """
140
 
141
- example_dna = "TCTCAGGCCCACACTCCCCCGGGGAGGACCGGTTTGAAGCGCAGCCTCCTACGACTCGATGCGCAAATACTGTACTCGGAGTCCCCGGGGATGACACGTCACGGTCCAGTCAAGGCCGGTAGGTGACATGTTCGTCTCCCGAGCCGGACATGCGGATTAACGTTTCATAGTTCCCGAACTTCCCTTGAGGCGGTAATCCCCAATCGTGAAGAGGGTCTCACCCGTCGCTTGCTTACTTTGCACGTACCTGTACGAGCGTGAATGGGACTACAGCCCGTGTTGACGGCTTACTGGATCCCTTGTAATTAATCGTCGAGAGATGAGCGATGCAATGCGGCCAGACATGACTACAATTCTGTTGTAGACTCTGTGCTAAGGCCATCTTTCTAGATGAACCAGCATGGTTGAGATTCGCCCGGCTTAGCGAGGTACTGGCATGCACGCGGCCCACATACCGGCCATTGGGGGAAAATTTTATTAAACTCTCAAGGTCGGAATTCTGTCTATCAGAC"
142
- example_question = "Does this sequence <DNA> contain a donor splice site?"
143
 
144
  with gr.Blocks(css=css) as demo:
145
  gr.Markdown(
@@ -205,20 +208,34 @@ You can either paste a sequence or upload a FASTA file.
205
 
206
  ---
207
 
208
- ### Good queries
 
 
 
 
 
 
 
 
209
  - "Does this sequence `<DNA>` contain a donor splice site?"
210
  - "Is it possible for you to identify whether there's a substantial presence of H3 histone protein occupancy in the nucleotide sequence `<DNA>` in yeast?"
211
  - "Determine the degradation rate of the mouse RNA sequence `<DNA>` within the -5 to 5 range."
212
 
213
- ### ❌ What will not work properly
 
 
214
  - "What is the length of this sequence `<DNA>`?"
215
- - "Replace the all 'A' nucleotides by 'G' in this sequence `<DNA>`.
216
 
217
  For more examples, you can refer to the [training dataset](https://huggingface.co/datasets/InstaDeepAI/ChatNT_training_data).
218
  """
219
  )
220
  with gr.Column(scale=1):
221
- gr.Image("https://media.springernature.com/w440/springer-static/cover-hires/journal/42256/7/6")
 
 
 
 
222
 
223
  gr.Markdown("""
224
  ### 📚 Citation
 
35
  if dna_text and dna_text.strip():
36
  dna_sequence = dna_text.strip().replace("\n", "")
37
 
38
+ # Text overrides uploaded FASTA
39
  if fasta_file is not None:
40
  if dna_sequence:
41
+ warning = "⚠️ Warning: Both pasted DNA and FASTA file provided. Using the pasted DNA only."
42
 
43
+ else:
44
+ try:
45
+ with open(fasta_file.name, "r") as f:
46
+ content = f.read()
47
+
48
+ if not content.startswith(">"):
49
+ error = " Invalid FASTA: must start with '>' header line."
50
+ return "", warning, error
51
+
52
+ sequence = ""
53
+ for line in content.splitlines():
54
+ if not line or line.startswith(">"):
55
+ continue
56
+ sequence += line.strip()
57
+
58
+ dna_sequence = sequence
59
+
60
+ except Exception:
61
+ error = "❌ Could not read the FASTA file."
62
 
63
  if dna_sequence and not dna_sequence.isupper():
64
  dna_sequence = dna_sequence.upper()
65
+ warning += "\n⚠️ Note: DNA sequence was converted to uppercase (lowercase nucleotides are not supported)."
66
 
67
  return dna_sequence, warning.strip(), error
68
 
 
86
  placeholders = custom_question.count("<DNA>")
87
 
88
  if not custom_question.strip():
89
+ return False, "Please provide a question."
90
 
91
  if dna_sequence and placeholders == 0:
92
  log_message("Error: DNA sequence provided but no <DNA> token.")
93
+ return False, "Your question must contain the <DNA> token if you provide a DNA sequence."
94
 
95
  if not dna_sequence and placeholders == 1:
96
  log_message("Error: <DNA> token but no sequence.")
97
+ return False, "You must provide a DNA sequence if you use the <DNA> token."
98
 
99
  if placeholders > 1:
100
+ return False, "Only one <DNA> token is allowed."
101
 
102
  return True, ""
103
 
 
129
  if warning:
130
  feedback_msgs.append(warning)
131
 
132
+ if len(feedback_msgs) == 0:
133
+ feedback_msgs.append("✅ Execution was succesful.")
134
  return result, "\n".join(feedback_msgs)
135
 
136
 
 
141
  footer { display: none !important; }
142
  """
143
 
144
+ example_dna = "AGGCGGTGGCAACAGCAACGATAGTTGCATCAGCGCTAACTGCTGCTGCTGCTGCGTGTTCTGCCGGAGGCTGCCGGGAGGGTACAGTAATGACTGTAGGGAGCGCACAGCCGCTGCGGCGGCAGGTTCCCTGGATCAGGAAATTAGGACAGGCACCCGGGATTGGAGGCGAGGGCGGCGCGCGAGCCAACCAGCGGTCGCCCCGGGCCCCCGTGAGCCCCAGGCGAACGCGCGGAGCAGCCGGGCCCCTAGAGCGGTCCGGGTGGCGGCGGCGGCAGCCACGACCACGACCGCGGTCAC"
145
+ example_question = "Is there a promoter element in human or mouse cells present in the nucleotide sequence <DNA>?"
146
 
147
  with gr.Blocks(css=css) as demo:
148
  gr.Markdown(
 
208
 
209
  ---
210
 
211
+ ### Limitations and Disclaimer
212
+ ChatNT can only handle questions related to the 27 tasks it has been trained on, including the same format of DNA sequences. ChatNT is not a clinical or diagnostic tool. It can produce incorrect or “hallucinated” answers, particularly on out‑of‑distribution inputs, and its numeric predictions may suffer digit‑level errors. Confidence estimates require post‑hoc calibration. Users should always validate critical outputs against experiments or specialized bioinformatics pipelines.
213
+
214
+ ### How to query the model ?
215
+ ChatNT works like an advanced assistant for analyzing DNA sequences — but it has some important rules.
216
+
217
+ #### ✅ What works well
218
+ ChatNT is good at answering biological questions about the meaning or function of the DNA sequence.
219
+ Examples of good queries:
220
  - "Does this sequence `<DNA>` contain a donor splice site?"
221
  - "Is it possible for you to identify whether there's a substantial presence of H3 histone protein occupancy in the nucleotide sequence `<DNA>` in yeast?"
222
  - "Determine the degradation rate of the mouse RNA sequence `<DNA>` within the -5 to 5 range."
223
 
224
+ #### ❌ What does not work properly
225
+ ChatNT does not have direct access to the raw nucleotides of the DNA. Instead, it works with an internal representation of the sequence. This means it cannot answer questions about the exact nucleotides or modify the sequence for you.
226
+ Examples of bad queries:
227
  - "What is the length of this sequence `<DNA>`?"
228
+ - "Replace the all 'A' nucleotides by 'G' in this sequence `<DNA>`".
229
 
230
  For more examples, you can refer to the [training dataset](https://huggingface.co/datasets/InstaDeepAI/ChatNT_training_data).
231
  """
232
  )
233
  with gr.Column(scale=1):
234
+ gr.Image(
235
+ "https://media.springernature.com/w440/springer-static/cover-hires/journal/42256/7/6",
236
+ label=None,
237
+ show_label=False
238
+ )
239
 
240
  gr.Markdown("""
241
  ### 📚 Citation