Class: BaseLM
Abstract base class for DSPy language models (dspy.BaseLM).
- NOTE: this is an abstract class and should not be instantiated directly
URI: dspy:BaseLM
classDiagram
class BaseLM
click BaseLM href "../BaseLM/"
NamedThing <|-- BaseLM
click NamedThing href "../NamedThing/"
BaseLM <|-- LM
click LM href "../LM/"
BaseLM : cache
BaseLM : callbacks
BaseLM : description
BaseLM : forward_contract
BaseLM --> "0..1" ForwardContract : forward_contract
click ForwardContract href "../ForwardContract/"
BaseLM : history
BaseLM --> "*" LMHistoryEntry : history
click LMHistoryEntry href "../LMHistoryEntry/"
BaseLM : id
BaseLM : max_tokens
BaseLM : model
BaseLM : model_type
BaseLM --> "0..1" ModelType : model_type
click ModelType href "../ModelType/"
BaseLM : name
BaseLM : num_retries
BaseLM : temperature
BaseLM : use_developer_role
Inheritance
- NamedThing
- BaseLM
Slots
| Name | Cardinality and Range | Description | Inheritance |
|---|---|---|---|
| model | 0..1 ModelName |
LiteLLM-style provider/model identifier |
direct |
| model_type | 0..1 ModelType |
Which LiteLLM API contract to use (chat / text / responses) | direct |
| temperature | 0..1 Float |
direct | |
| max_tokens | 0..1 Integer |
direct | |
| cache | 0..1 Boolean |
Whether responses for this LM should be cached | direct |
| num_retries | 0..1 Integer |
direct | |
| callbacks | * String |
Dotted import paths of callbacks registered on the module | direct |
| use_developer_role | 0..1 Boolean |
direct | |
| forward_contract | 0..1 ForwardContract |
direct | |
| history | * LMHistoryEntry |
Per-module call history of LM requests / responses | direct |
| id | 1 Identifier |
Stable opaque identifier for an instance | NamedThing |
| name | 0..1 String |
Short human-readable name | NamedThing |
| description | 0..1 String |
Free-form description | NamedThing |
Usages
| used by | used in | type | used |
|---|---|---|---|
| TwoStepAdapter | extraction_model | range | BaseLM |
| Predictor | lm | range | BaseLM |
| Predict | lm | range | BaseLM |
| ChainOfThought | lm | range | BaseLM |
| MultiChainComparison | lm | range | BaseLM |
| ReAct | lm | range | BaseLM |
| ReActV2 | lm | range | BaseLM |
| ProgramOfThought | lm | range | BaseLM |
| CodeAct | lm | range | BaseLM |
| RLM | lm | range | BaseLM |
| COPRO | prompt_model | range | BaseLM |
| MIPROv2 | prompt_model | range | BaseLM |
| MIPROv2 | task_model | range | BaseLM |
| Settings | lm | range | BaseLM |
In Subsets
Identifier and Mapping Information
Annotations
| property | value |
|---|---|
| dspy_source_paths | ['dspy/clients/base_lm.py'] |
| dspy_source_urls | ['https://github.com/stanfordnlp/dspy/blob/main/dspy/clients/base_lm.py'] |
Schema Source
- from schema: https://w3id.org/lmodel/dspy
Mappings
| Mapping Type | Mapped Value |
|---|---|
| self | dspy:BaseLM |
| native | dspy:BaseLM |
| broad | ai:MachineLearningModel, nexus:AiModel |
| close | mellea:BackendSpec |
LinkML Source
Direct
name: BaseLM
annotations:
dspy_source_paths:
tag: dspy_source_paths
value:
- dspy/clients/base_lm.py
dspy_source_urls:
tag: dspy_source_urls
value:
- https://github.com/stanfordnlp/dspy/blob/main/dspy/clients/base_lm.py
description: Abstract base class for DSPy language models (``dspy.BaseLM``).
in_subset:
- clients
from_schema: https://w3id.org/lmodel/dspy
close_mappings:
- mellea:BackendSpec
broad_mappings:
- ai:MachineLearningModel
- nexus:AiModel
is_a: NamedThing
abstract: true
slots:
- model
- model_type
- temperature
- max_tokens
- cache
- num_retries
- callbacks
- use_developer_role
- forward_contract
- history
Induced
name: BaseLM
annotations:
dspy_source_paths:
tag: dspy_source_paths
value:
- dspy/clients/base_lm.py
dspy_source_urls:
tag: dspy_source_urls
value:
- https://github.com/stanfordnlp/dspy/blob/main/dspy/clients/base_lm.py
description: Abstract base class for DSPy language models (``dspy.BaseLM``).
in_subset:
- clients
from_schema: https://w3id.org/lmodel/dspy
close_mappings:
- mellea:BackendSpec
broad_mappings:
- ai:MachineLearningModel
- nexus:AiModel
is_a: NamedThing
abstract: true
attributes:
model:
name: model
description: LiteLLM-style ``provider/model`` identifier.
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
owner: BaseLM
domain_of:
- LMRequest
- LMResponse
- BaseLM
- TrainingJob
range: ModelName
model_type:
name: model_type
description: Which LiteLLM API contract to use (chat / text / responses).
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
owner: BaseLM
domain_of:
- BaseLM
range: ModelType
temperature:
name: temperature
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
owner: BaseLM
domain_of:
- LMConfig
- BaseLM
range: float
minimum_value: 0.0
maximum_value: 2.0
max_tokens:
name: max_tokens
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
owner: BaseLM
domain_of:
- LMReasoningConfig
- LMConfig
- BaseLM
range: integer
minimum_value: 0
cache:
name: cache
description: Whether responses for this LM should be cached.
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
ifabsent: boolean(True)
owner: BaseLM
domain_of:
- BaseLM
range: boolean
num_retries:
name: num_retries
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
ifabsent: int(3)
owner: BaseLM
domain_of:
- BaseLM
range: integer
minimum_value: 0
callbacks:
name: callbacks
description: Dotted import paths of callbacks registered on the module.
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
owner: BaseLM
domain_of:
- BaseLM
- Adapter
- Module
- Settings
range: string
multivalued: true
use_developer_role:
name: use_developer_role
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
ifabsent: boolean(False)
owner: BaseLM
domain_of:
- BaseLM
range: boolean
forward_contract:
name: forward_contract
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
ifabsent: string(legacy)
owner: BaseLM
domain_of:
- BaseLM
range: ForwardContract
history:
name: history
description: Per-module call history of LM requests / responses.
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
owner: BaseLM
domain_of:
- BaseLM
- Module
range: LMHistoryEntry
multivalued: true
inlined: true
inlined_as_list: true
id:
name: id
description: Stable opaque identifier for an instance.
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
slot_uri: schema:identifier
identifier: true
owner: BaseLM
domain_of:
- NamedThing
range: Identifier
required: true
name:
name: name
description: Short human-readable name.
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
slot_uri: rdfs:label
owner: BaseLM
domain_of:
- NamedThing
- LMToolCallPart
- LMMessage
- LMToolSpec
range: string
description:
name: description
description: Free-form description.
from_schema: https://w3id.org/lmodel/dspy
rank: 1000
slot_uri: dct:description
owner: BaseLM
domain_of:
- NamedThing
- LMToolSpec
range: string