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feat: Add watsonx inference adapter (#1895)
# What does this PR do? IBM watsonx ai added as the inference [#1741 ](https://github.com/meta-llama/llama-stack/issues/1741) [//]: # (If resolving an issue, uncomment and update the line below) [//]: # (Closes #[issue-number]) --------- Co-authored-by: Sajikumar JS <sajikumar.js@ibm.com>
This commit is contained in:
parent
29072f40ab
commit
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14 changed files with 922 additions and 0 deletions
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@ -755,5 +755,41 @@
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"vllm",
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"sentence-transformers --no-deps",
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"torch torchvision --index-url https://download.pytorch.org/whl/cpu"
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],
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"watsonx": [
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"aiosqlite",
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"autoevals",
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"blobfile",
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"chardet",
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"datasets",
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"emoji",
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"faiss-cpu",
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"fastapi",
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"fire",
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"httpx",
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"ibm_watson_machine_learning",
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"langdetect",
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"matplotlib",
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"mcp",
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"nltk",
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"numpy",
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"openai",
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"opentelemetry-exporter-otlp-proto-http",
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"opentelemetry-sdk",
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"pandas",
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"pillow",
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"psycopg2-binary",
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"pymongo",
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"pypdf",
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"pythainlp",
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"redis",
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"requests",
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"scikit-learn",
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"scipy",
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"sentencepiece",
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"tqdm",
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"transformers",
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"tree_sitter",
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"uvicorn"
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]
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}
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7
llama_stack/templates/watsonx/__init__.py
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7
llama_stack/templates/watsonx/__init__.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from .watsonx import get_distribution_template # noqa: F401
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30
llama_stack/templates/watsonx/build.yaml
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30
llama_stack/templates/watsonx/build.yaml
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version: '2'
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distribution_spec:
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description: Use watsonx for running LLM inference
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providers:
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inference:
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- remote::watsonx
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vector_io:
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- inline::faiss
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safety:
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- inline::llama-guard
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agents:
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- inline::meta-reference
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telemetry:
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- inline::meta-reference
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eval:
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- inline::meta-reference
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datasetio:
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- remote::huggingface
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- inline::localfs
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scoring:
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- inline::basic
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- inline::llm-as-judge
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- inline::braintrust
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tool_runtime:
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- remote::brave-search
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- remote::tavily-search
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- inline::code-interpreter
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- inline::rag-runtime
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- remote::model-context-protocol
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image_type: conda
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74
llama_stack/templates/watsonx/doc_template.md
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74
llama_stack/templates/watsonx/doc_template.md
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---
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orphan: true
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---
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# watsonx Distribution
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```{toctree}
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:maxdepth: 2
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:hidden:
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self
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```
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The `llamastack/distribution-{{ name }}` distribution consists of the following provider configurations.
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{{ providers_table }}
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{% if run_config_env_vars %}
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### Environment Variables
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The following environment variables can be configured:
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{% for var, (default_value, description) in run_config_env_vars.items() %}
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- `{{ var }}`: {{ description }} (default: `{{ default_value }}`)
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{% endfor %}
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{% endif %}
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{% if default_models %}
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### Models
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The following models are available by default:
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{% for model in default_models %}
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- `{{ model.model_id }} {{ model.doc_string }}`
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{% endfor %}
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{% endif %}
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### Prerequisite: API Keys
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Make sure you have access to a watsonx API Key. You can get one by referring [watsonx.ai](https://www.ibm.com/docs/en/masv-and-l/maximo-manage/continuous-delivery?topic=setup-create-watsonx-api-key).
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## Running Llama Stack with watsonx
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You can do this via Conda (build code), venv or Docker which has a pre-built image.
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### Via Docker
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This method allows you to get started quickly without having to build the distribution code.
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```bash
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LLAMA_STACK_PORT=5001
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docker run \
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-it \
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-p $LLAMA_STACK_PORT:$LLAMA_STACK_PORT \
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-v ./run.yaml:/root/my-run.yaml \
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llamastack/distribution-{{ name }} \
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--yaml-config /root/my-run.yaml \
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--port $LLAMA_STACK_PORT \
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--env WATSONX_API_KEY=$WATSONX_API_KEY \
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--env WATSONX_PROJECT_ID=$WATSONX_PROJECT_ID \
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--env WATSONX_BASE_URL=$WATSONX_BASE_URL
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```
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### Via Conda
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```bash
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llama stack build --template watsonx --image-type conda
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llama stack run ./run.yaml \
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--port $LLAMA_STACK_PORT \
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--env WATSONX_API_KEY=$WATSONX_API_KEY \
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--env WATSONX_PROJECT_ID=$WATSONX_PROJECT_ID
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```
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210
llama_stack/templates/watsonx/run.yaml
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210
llama_stack/templates/watsonx/run.yaml
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version: '2'
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image_name: watsonx
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apis:
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- agents
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- datasetio
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- eval
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- inference
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- safety
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- scoring
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- telemetry
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- tool_runtime
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- vector_io
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providers:
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inference:
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- provider_id: watsonx
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provider_type: remote::watsonx
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config:
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url: ${env.WATSONX_BASE_URL:https://us-south.ml.cloud.ibm.com}
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api_key: ${env.WATSONX_API_KEY:}
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project_id: ${env.WATSONX_PROJECT_ID:}
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vector_io:
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- provider_id: faiss
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provider_type: inline::faiss
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config:
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kvstore:
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type: sqlite
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/watsonx}/faiss_store.db
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safety:
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- provider_id: llama-guard
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provider_type: inline::llama-guard
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config:
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excluded_categories: []
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agents:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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config:
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persistence_store:
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type: sqlite
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/watsonx}/agents_store.db
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telemetry:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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config:
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service_name: "${env.OTEL_SERVICE_NAME:\u200B}"
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sinks: ${env.TELEMETRY_SINKS:console,sqlite}
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sqlite_db_path: ${env.SQLITE_DB_PATH:~/.llama/distributions/watsonx/trace_store.db}
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eval:
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- provider_id: meta-reference
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provider_type: inline::meta-reference
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config:
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kvstore:
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type: sqlite
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/watsonx}/meta_reference_eval.db
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datasetio:
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- provider_id: huggingface
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provider_type: remote::huggingface
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config:
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kvstore:
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type: sqlite
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/watsonx}/huggingface_datasetio.db
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- provider_id: localfs
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provider_type: inline::localfs
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config:
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kvstore:
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type: sqlite
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namespace: null
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/watsonx}/localfs_datasetio.db
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scoring:
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- provider_id: basic
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provider_type: inline::basic
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config: {}
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- provider_id: llm-as-judge
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provider_type: inline::llm-as-judge
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config: {}
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- provider_id: braintrust
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provider_type: inline::braintrust
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config:
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openai_api_key: ${env.OPENAI_API_KEY:}
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tool_runtime:
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- provider_id: brave-search
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provider_type: remote::brave-search
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config:
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api_key: ${env.BRAVE_SEARCH_API_KEY:}
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max_results: 3
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- provider_id: tavily-search
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provider_type: remote::tavily-search
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config:
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api_key: ${env.TAVILY_SEARCH_API_KEY:}
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max_results: 3
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- provider_id: code-interpreter
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provider_type: inline::code-interpreter
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config: {}
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- provider_id: rag-runtime
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provider_type: inline::rag-runtime
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config: {}
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- provider_id: model-context-protocol
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provider_type: remote::model-context-protocol
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config: {}
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metadata_store:
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type: sqlite
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db_path: ${env.SQLITE_STORE_DIR:~/.llama/distributions/watsonx}/registry.db
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models:
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- metadata: {}
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model_id: meta-llama/llama-3-3-70b-instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-3-70b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-3.3-70B-Instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-3-70b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-2-13b-chat
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provider_id: watsonx
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provider_model_id: meta-llama/llama-2-13b-chat
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-2-13b
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provider_id: watsonx
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provider_model_id: meta-llama/llama-2-13b-chat
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-3-1-70b-instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-1-70b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-3.1-70B-Instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-1-70b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-3-1-8b-instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-1-8b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-3.1-8B-Instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-1-8b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-3-2-11b-vision-instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-11b-vision-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-3.2-11B-Vision-Instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-11b-vision-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-3-2-1b-instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-1b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-3.2-1B-Instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-1b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-3-2-3b-instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-3b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-3.2-3B-Instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-3b-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-3-2-90b-vision-instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-90b-vision-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-3.2-90B-Vision-Instruct
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provider_id: watsonx
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provider_model_id: meta-llama/llama-3-2-90b-vision-instruct
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model_type: llm
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- metadata: {}
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model_id: meta-llama/llama-guard-3-11b-vision
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provider_id: watsonx
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provider_model_id: meta-llama/llama-guard-3-11b-vision
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model_type: llm
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- metadata: {}
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model_id: meta-llama/Llama-Guard-3-11B-Vision
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provider_id: watsonx
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provider_model_id: meta-llama/llama-guard-3-11b-vision
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model_type: llm
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shields: []
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vector_dbs: []
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datasets: []
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scoring_fns: []
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benchmarks: []
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tool_groups:
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- toolgroup_id: builtin::websearch
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provider_id: tavily-search
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- toolgroup_id: builtin::rag
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provider_id: rag-runtime
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- toolgroup_id: builtin::code_interpreter
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provider_id: code-interpreter
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server:
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port: 8321
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90
llama_stack/templates/watsonx/watsonx.py
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90
llama_stack/templates/watsonx/watsonx.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
|
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#
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# This source code is licensed under the terms described in the LICENSE file in
|
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# the root directory of this source tree.
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from pathlib import Path
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from llama_stack.distribution.datatypes import Provider, ToolGroupInput
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from llama_stack.providers.remote.inference.watsonx import WatsonXConfig
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from llama_stack.providers.remote.inference.watsonx.models import MODEL_ENTRIES
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from llama_stack.templates.template import DistributionTemplate, RunConfigSettings, get_model_registry
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def get_distribution_template() -> DistributionTemplate:
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providers = {
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"inference": ["remote::watsonx"],
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"vector_io": ["inline::faiss"],
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"safety": ["inline::llama-guard"],
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"agents": ["inline::meta-reference"],
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"telemetry": ["inline::meta-reference"],
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"eval": ["inline::meta-reference"],
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"datasetio": ["remote::huggingface", "inline::localfs"],
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"scoring": ["inline::basic", "inline::llm-as-judge", "inline::braintrust"],
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"tool_runtime": [
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"remote::brave-search",
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"remote::tavily-search",
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"inline::code-interpreter",
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"inline::rag-runtime",
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"remote::model-context-protocol",
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],
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}
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inference_provider = Provider(
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provider_id="watsonx",
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provider_type="remote::watsonx",
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config=WatsonXConfig.sample_run_config(),
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)
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available_models = {
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"watsonx": MODEL_ENTRIES,
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}
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default_tool_groups = [
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ToolGroupInput(
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toolgroup_id="builtin::websearch",
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provider_id="tavily-search",
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),
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ToolGroupInput(
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toolgroup_id="builtin::rag",
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provider_id="rag-runtime",
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),
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ToolGroupInput(
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toolgroup_id="builtin::code_interpreter",
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provider_id="code-interpreter",
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),
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]
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default_models = get_model_registry(available_models)
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return DistributionTemplate(
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name="watsonx",
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distro_type="remote_hosted",
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description="Use watsonx for running LLM inference",
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container_image=None,
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template_path=Path(__file__).parent / "doc_template.md",
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providers=providers,
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available_models_by_provider=available_models,
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run_configs={
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"run.yaml": RunConfigSettings(
|
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provider_overrides={
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"inference": [inference_provider],
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},
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default_models=default_models,
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default_tool_groups=default_tool_groups,
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),
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},
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run_config_env_vars={
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"LLAMASTACK_PORT": (
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"5001",
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"Port for the Llama Stack distribution server",
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),
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"WATSONX_API_KEY": (
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"",
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"watsonx API Key",
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),
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"WATSONX_PROJECT_ID": (
|
||||
"",
|
||||
"watsonx Project ID",
|
||||
),
|
||||
},
|
||||
)
|
Loading…
Add table
Add a link
Reference in a new issue