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amharic_srh_chatbot_updated.zip

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9f68b50e7bd170ce14321b3fe78d7a6e52801cd05158eb9b9dfebf204e655cc9
+size 1979

chatbot_utils.py

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+
+import pandas as pd
+import faiss
+from sentence_transformers import SentenceTransformer
+import numpy as np
+
+class AmharicChatbot:
+    def __init__(self, csv_path):
+        self.df = pd.read_csv(csv_path)
+        self.model = SentenceTransformer("intfloat/multilingual-e5-small")
+        self.build_index()
+
+    def build_index(self):
+        self.embeddings = self.model.encode(
+            ["passage: " + q for q in self.df["question"].tolist()],
+            show_progress_bar=True
+        )
+        self.index = faiss.IndexFlatL2(self.embeddings.shape[1])
+        self.index.add(np.array(self.embeddings))
+
+    def get_answer(self, query, top_k=3):
+        query_embedding = self.model.encode([f"query: {query}"])
+        D, I = self.index.search(np.array(query_embedding), top_k)
+        results = []
+        for idx in I[0]:
+            question = self.df.iloc[idx]["question"]
+            answer = self.df.iloc[idx]["answer"]
+            results.append((question, answer))
+        return results

log.txt

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+
+Collecting usage statistics. To deactivate, set browser.gatherUsageStats to false.
+
+
+  You can now view your Streamlit app in your browser.
+
+  Local URL: http://localhost:8501
+  Network URL: http://172.28.0.12:8501
+  External URL: http://34.82.23.33:8501
+
+2025-04-09 16:05:13.000077: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+E0000 00:00:1744214713.355497    1784 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
+E0000 00:00:1744214713.443025    1784 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
+2025-04-09 16:05:14.130627: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
+To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
+
+2025-04-09 16:07:07.123 Examining the path of torch.classes raised:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.11/dist-packages/streamlit/web/bootstrap.py", line 347, in run
+    if asyncio.get_running_loop().is_running():
+       ^^^^^^^^^^^^^^^^^^^^^^^^^^
+RuntimeError: no running event loop
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.11/dist-packages/streamlit/watcher/local_sources_watcher.py", line 217, in get_module_paths
+    potential_paths = extract_paths(module)
+                      ^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.11/dist-packages/streamlit/watcher/local_sources_watcher.py", line 210, in <lambda>
+    lambda m: list(m.__path__._path),
+                   ^^^^^^^^^^^^^^^^
+  File "/usr/local/lib/python3.11/dist-packages/torch/_classes.py", line 13, in __getattr__
+    proxy = torch._C._get_custom_class_python_wrapper(self.name, attr)
+            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+RuntimeError: Tried to instantiate class '__path__._path', but it does not exist! Ensure that it is registered via torch::class_

requirements.txt

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+streamlit
+sentence-transformers
+faiss-cpu
+pandas