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server: tests: embeddings use a real embeddings model #5908
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| Original file line number | Diff line number | Diff line change |
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@@ -58,7 +58,8 @@ jobs: | |
| cmake \ | ||
| python3-pip \ | ||
| wget \ | ||
| psmisc | ||
| psmisc \ | ||
| language-pack-en | ||
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| - name: Build | ||
| id: cmake_build | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,97 @@ | ||
| @llama.cpp | ||
| @embeddings | ||
| Feature: llama.cpp server | ||
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| Background: Server startup | ||
| Given a server listening on localhost:8080 | ||
| And a model file bert-bge-small/ggml-model-f16.gguf from HF repo ggml-org/models | ||
| And a model alias bert-bge-small | ||
| And 42 as server seed | ||
| And 2 slots | ||
| And 512 as batch size | ||
| And 1024 KV cache size | ||
| And embeddings extraction | ||
| Then the server is starting | ||
| Then the server is healthy | ||
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| Scenario: Embedding | ||
| When embeddings are computed for: | ||
| """ | ||
| What is the capital of Bulgaria ? | ||
| """ | ||
| Then embeddings are generated | ||
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| Scenario: OAI Embeddings compatibility | ||
| Given a model bert-bge-small | ||
| When an OAI compatible embeddings computation request for: | ||
| """ | ||
| What is the capital of Spain ? | ||
| """ | ||
| Then embeddings are generated | ||
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| Scenario: OAI Embeddings compatibility with multiple inputs | ||
| Given a model bert-bge-small | ||
| Given a prompt: | ||
| """ | ||
| In which country Paris is located ? | ||
| """ | ||
| And a prompt: | ||
| """ | ||
| Is Madrid the capital of Spain ? | ||
| """ | ||
| When an OAI compatible embeddings computation request for multiple inputs | ||
| Then embeddings are generated | ||
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| Scenario: Multi users embeddings | ||
| Given a prompt: | ||
| """ | ||
| Write a very long story about AI. | ||
| """ | ||
| And a prompt: | ||
| """ | ||
| Write another very long music lyrics. | ||
| """ | ||
| And a prompt: | ||
| """ | ||
| Write a very long poem. | ||
| """ | ||
| And a prompt: | ||
| """ | ||
| Write a very long joke. | ||
| """ | ||
| Given concurrent embedding requests | ||
| Then the server is busy | ||
| Then the server is idle | ||
| Then all embeddings are generated | ||
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| Scenario: Multi users OAI compatibility embeddings | ||
| Given a prompt: | ||
| """ | ||
| In which country Paris is located ? | ||
| """ | ||
| And a prompt: | ||
| """ | ||
| Is Madrid the capital of Spain ? | ||
| """ | ||
| And a prompt: | ||
| """ | ||
| What is the biggest US city ? | ||
| """ | ||
| And a prompt: | ||
| """ | ||
| What is the capital of Bulgaria ? | ||
| """ | ||
| And a model bert-bge-small | ||
| Given concurrent OAI embedding requests | ||
| Then the server is busy | ||
| Then the server is idle | ||
| Then all embeddings are generated | ||
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| @wip | ||
| Scenario: All embeddings should be the same | ||
| Given 20 fixed prompts | ||
| And a model bert-bge-small | ||
| Given concurrent OAI embedding requests | ||
| Then the server is busy | ||
| Then the server is idle | ||
| Then all embeddings are the same | ||
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@ggerganov Tests added, if the KV Cache size exceeds batch size, embeddings ouputs are different.