Package improvements (#989)
Co-authored-by: Deven Patel <deven298@yahoo.com>
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@@ -26,10 +26,21 @@ Creating an app involves 3 steps:
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<Accordion title="Customize your app by a simple YAML config" icon="gear-complex">
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Embedchain provides a wide range of options to customize your app. You can customize the model, data sources, and much more.
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Explore the custom configurations [here](https://docs.embedchain.ai/advanced/configuration).
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```python
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<CodeGroup>
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```python yaml_app.py
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from embedchain import Pipeline as App
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app = App(yaml_config="config.yaml")
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app = App.from_config(config_path="config.yaml")
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```
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```python json_app.py
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from embedchain import Pipeline as App
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app = App.from_config(config_path="config.json")
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```
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```python app.py
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from embedchain import Pipeline as App
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config = {} # Add your config here
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app = App.from_config(config=config)
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```
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</CodeGroup>
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</Accordion>
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</Step>
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<Step title="🗃️ Add data sources">
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@@ -190,16 +190,6 @@ class EmbedChain(JSONSerializable):
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hash_object = hashlib.md5(str(source).encode("utf-8"))
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source_hash = hash_object.hexdigest()
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# Check if the data hash already exists, if so, skip the addition
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self.cursor.execute(
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"SELECT 1 FROM data_sources WHERE hash = ? AND pipeline_id = ?", (source_hash, self.config.id)
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)
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existing_data = self.cursor.fetchone()
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if existing_data:
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print(f"Data with hash {source_hash} already exists. Skipping addition.")
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return source_hash
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self.user_asks.append([source, data_type.value, metadata])
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data_formatter = DataFormatter(data_type, config, kwargs)
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@@ -212,7 +202,7 @@ class EmbedChain(JSONSerializable):
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# Insert the data into the 'data' table
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self.cursor.execute(
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"""
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INSERT INTO data_sources (hash, pipeline_id, type, value, metadata)
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INSERT OR REPLACE INTO data_sources (hash, pipeline_id, type, value, metadata)
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VALUES (?, ?, ?, ?, ?)
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""",
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(source_hash, self.config.id, data_type.value, str(source), json.dumps(metadata)),
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