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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,19 @@ | ||
| import json | ||
|
|
||
| from superduper import Application, Document | ||
|
|
||
|
|
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| def test_build_from_template(db): | ||
| from superduper import templates | ||
|
|
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| db.apply(templates.simple_rag) | ||
|
|
||
| with open('test/material/sample_app/component.json') as f: | ||
| component = json.load(f) | ||
|
|
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| component = templates.simple_rag.form_template | ||
| component['_variables']['output_prefix'] = '_output__' | ||
|
|
||
| c = Document.decode(component, db=db).unpack() | ||
|
|
||
| assert isinstance(c, Application) |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,246 @@ | ||
| { | ||
| "_variables": { | ||
| "table_name": "sample_simple_rag", | ||
| "id_field": "_id", | ||
| "databackend": "mongodb", | ||
| "base_url": null, | ||
| "api_key": null, | ||
| "embedding_model": "text-embedding-ada-002", | ||
| "llm_model": "gpt-3.5-turbo" | ||
| }, | ||
| "types": { | ||
| "id_field": { | ||
| "type": "str", | ||
| "default": "_id" | ||
| }, | ||
| "embedding_model": { | ||
| "type": "str", | ||
| "default": "text-embedding-ada-002" | ||
| }, | ||
| "llm_model": { | ||
| "type": "str", | ||
| "default": "gpt-3.5-turbo" | ||
| }, | ||
| "table_name": { | ||
| "type": "str", | ||
| "default": "sample_simple_rag" | ||
| }, | ||
| "databackend": { | ||
| "type": "str", | ||
| "default": "mongodb" | ||
| }, | ||
| "base_url": { | ||
| "type": "str", | ||
| "optional": true, | ||
| "default": null | ||
| }, | ||
| "api_key": { | ||
| "type": "str", | ||
| "optional": true, | ||
| "default": null | ||
| } | ||
| }, | ||
| "_base": "?simple-rag-app", | ||
| "_builds": { | ||
| "datatype:dill": { | ||
| "_path": "superduper.components.datatype.get_serializer", | ||
| "method": "dill", | ||
| "encodable": "artifact" | ||
| }, | ||
| "727d3bb560939e1211f9cac189d56e07e9622eeb": { | ||
| "_path": "superduper.components.datatype.Artifact", | ||
| "datatype": "?datatype:dill", | ||
| "uri": null, | ||
| "blob": "&:blob:727d3bb560939e1211f9cac189d56e07e9622eeb" | ||
| }, | ||
| "model:chunker": { | ||
| "_object": "?727d3bb560939e1211f9cac189d56e07e9622eeb", | ||
| "upstream": null, | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "signature": "singleton", | ||
| "datatype": null, | ||
| "output_schema": null, | ||
| "model_update_kwargs": {}, | ||
| "predict_kwargs": {}, | ||
| "compute_kwargs": {}, | ||
| "validation": null, | ||
| "metric_values": {}, | ||
| "num_workers": 0, | ||
| "serve": false, | ||
| "trainer": null, | ||
| "deploy": false, | ||
| "chunk_size": 200 | ||
| }, | ||
| "var-table-name-select-var-id-field-x": { | ||
| "_path": "superduper_<var:databackend>.query.parse_query", | ||
| "documents": [], | ||
| "query": "<var:table_name>.select(\"<var:id_field>\", \"x\")" | ||
| }, | ||
| "listener:chunker": { | ||
| "_path": "superduper.components.listener.Listener", | ||
| "upstream": null, | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "cdc_table": "<var:table_name>", | ||
| "key": "x", | ||
| "model": "?model:chunker", | ||
| "predict_kwargs": {}, | ||
| "select": "?var-table-name-select-var-id-field-x", | ||
| "flatten": true | ||
| }, | ||
| "datatype:sqlvector[1536]": { | ||
| "_path": "superduper.components.vector_index.sqlvector", | ||
| "shape": [ | ||
| 1536 | ||
| ] | ||
| }, | ||
| "model:<var:embedding_model>": { | ||
| "_path": "superduper_openai.model.OpenAIEmbedding", | ||
| "upstream": null, | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "signature": "singleton", | ||
| "datatype": "?datatype:sqlvector[1536]", | ||
| "output_schema": null, | ||
| "model_update_kwargs": {}, | ||
| "predict_kwargs": {}, | ||
| "compute_kwargs": {}, | ||
| "validation": null, | ||
| "metric_values": {}, | ||
| "num_workers": 0, | ||
| "serve": false, | ||
| "trainer": null, | ||
| "deploy": false, | ||
| "model": "<var:embedding_model>", | ||
| "max_batch_size": 8, | ||
| "openai_api_key": null, | ||
| "openai_api_base": null, | ||
| "client_kwargs": { | ||
| "base_url": null, | ||
| "api_key": null | ||
| }, | ||
| "shape": [ | ||
| 1536 | ||
| ], | ||
| "batch_size": 100 | ||
| }, | ||
| "outputs-chunker-?(listener:chunker.uuid)-select-id-source-outputs-chunker-?(listener:chunker.uuid)": { | ||
| "_path": "superduper_<var:databackend>.query.parse_query", | ||
| "documents": [], | ||
| "query": "<var:output_prefix>chunker__?(listener:chunker.uuid).select(\"id\", \"_source\", \"<var:output_prefix>chunker__?(listener:chunker.uuid)\")" | ||
| }, | ||
| "listener:embeddinglistener": { | ||
| "_path": "superduper.components.listener.Listener", | ||
| "upstream": [ | ||
| "?listener:chunker", | ||
| "?listener:chunker" | ||
| ], | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "cdc_table": "<var:output_prefix>chunker__?(listener:chunker.uuid)", | ||
| "key": "<var:output_prefix>chunker__?(listener:chunker.uuid)", | ||
| "model": "?model:<var:embedding_model>", | ||
| "predict_kwargs": {}, | ||
| "select": "?outputs-chunker-?(listener:chunker.uuid)-select-id-source-outputs-chunker-?(listener:chunker.uuid)", | ||
| "flatten": false | ||
| }, | ||
| "vector_index:vectorindex": { | ||
| "_path": "superduper.components.vector_index.VectorIndex", | ||
| "upstream": null, | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "cdc_table": "<var:output_prefix>embeddinglistener__?(listener:embeddinglistener.uuid)", | ||
| "indexing_listener": "?listener:embeddinglistener", | ||
| "compatible_listener": null, | ||
| "measure": "cosine", | ||
| "metric_values": {} | ||
| }, | ||
| "outputs-chunker-?(listener:chunker.uuid)-select-like-outputs-chunker-?(listener:chunker.uuid)-var-query-vector-index-vectorindex-n-5": { | ||
| "_path": "superduper_<var:databackend>.query.parse_query", | ||
| "documents": [ | ||
| { | ||
| "<var:output_prefix>chunker__?(listener:chunker.uuid)": "<var:query>" | ||
| } | ||
| ], | ||
| "query": "<var:output_prefix>chunker__?(listener:chunker.uuid).select().like(documents[0], vector_index=\"vectorindex\", n=5)" | ||
| }, | ||
| "model:llm-model": { | ||
| "_path": "superduper_openai.model.OpenAIChatCompletion", | ||
| "upstream": null, | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "signature": "singleton", | ||
| "datatype": null, | ||
| "output_schema": null, | ||
| "model_update_kwargs": {}, | ||
| "predict_kwargs": {}, | ||
| "compute_kwargs": {}, | ||
| "validation": null, | ||
| "metric_values": {}, | ||
| "num_workers": 0, | ||
| "serve": false, | ||
| "trainer": null, | ||
| "deploy": false, | ||
| "model": "<var:llm_model>", | ||
| "max_batch_size": 8, | ||
| "openai_api_key": null, | ||
| "openai_api_base": null, | ||
| "client_kwargs": { | ||
| "base_url": null, | ||
| "api_key": null | ||
| }, | ||
| "batch_size": 1, | ||
| "prompt": "" | ||
| }, | ||
| "model:simple_rag": { | ||
| "_path": "superduper.components.model.RAGModel", | ||
| "upstream": null, | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "signature": "singleton", | ||
| "datatype": null, | ||
| "output_schema": null, | ||
| "model_update_kwargs": {}, | ||
| "predict_kwargs": {}, | ||
| "compute_kwargs": {}, | ||
| "validation": null, | ||
| "metric_values": {}, | ||
| "num_workers": 0, | ||
| "serve": false, | ||
| "trainer": null, | ||
| "deploy": false, | ||
| "prompt_template": "Use the following context snippets, these snippets are not ordered!, Answer the question based on this context.\nThese snippets are samples from our internal data-repositories, and should be used exclusively and as a matter of priority to answer the question\n\n{context}\n\nHere's the question: {query}", | ||
| "select": "?outputs-chunker-?(listener:chunker.uuid)-select-like-outputs-chunker-?(listener:chunker.uuid)-var-query-vector-index-vectorindex-n-5", | ||
| "key": "<var:output_prefix>chunker__?(listener:chunker.uuid)", | ||
| "llm": "?model:llm-model" | ||
| }, | ||
| "simple-rag-app": { | ||
| "_path": "superduper.components.application.Application", | ||
| "upstream": null, | ||
| "plugins": null, | ||
| "cache": true, | ||
| "status": null, | ||
| "components": [ | ||
| "?listener:chunker", | ||
| "?vector_index:vectorindex", | ||
| "?model:simple_rag" | ||
| ], | ||
| "namespace": null, | ||
| "link": null, | ||
| "_literals": [ | ||
| "template" | ||
| ] | ||
| } | ||
| }, | ||
| "_blobs": {}, | ||
| "_files": {}, | ||
| "_template_name": "simple_rag" | ||
| } |