feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM) by mukund1985 · Pull Request #1521 · TransformerLensOrg/TransformerLens

mukund1985 · 2026-07-17T06:37:18Z

Closes #1462.

Adds a TransformerBridge adapter for RWKV7ForCausalLM (RWKV-7 "Goose") from fla-org/flash-linear-attention, loaded via trust_remote_code=True.

Architecture overview

RWKV-7 is an attention-free recurrent model:

model.embeddings → model.layers[i] (RWKV7Block) → model.norm → lm_head

Each RWKV7Block contains:

attn_norm — standard biased LayerNorm (NOT RMSNorm)
attn — RWKV7Attention: generalized delta-rule time-mixing with matrix-valued state; 4-tuple return (y, v_first, state, ...)
ffn_norm — fused add-and-norm when fuse_norm=True (default)
ffn — RWKV7FeedForward: token-shift + sqrelu channel-mixing (not a gated MLP)

v_first (cross-block state) is managed internally by RWKV7Model.forward — no adapter handling required.

Adapter decisions

SSMBlockBridge for model.layers — delegates the whole recurrent block; exposes hook_in/hook_out on the residual stream. BlockBridge is not usable: its hook aliases hardcode a standard pre-norm flow that RWKV-7 does not follow.

SSM2MixerBridge for both attn and ffn sublayers — tuple-aware passthrough that correctly preserves attn's 4-tuple return (carrying v_first) and ffn's 2-tuple return without re-implementing either.

NormalizationBridge (biased LayerNorm) for attn_norm and ln_final — uses_rms_norm=False, normalization_type="LN".

ffn_norm as plain GeneralizedComponent — when fuse_norm=True, the block calls ffn_norm(hidden_states, residual, True), a fused 3-arg signature that NormalizationBridge's single-input contract cannot express.

head_dim excluded from _HF_PASSTHROUGH_ATTRS — read-only property on TransformerBridgeConfig (alias of d_head); a passthrough setattr would crash boot.

applicable_phases = [] — correctness covered by integration tests.

prepare_loading mirrors Raven's transformers v5 guards (_tied_weights_keys list→dict, _init_weights re-randomization guard), applied defensively via try/except.

Files changed

File	Change
`transformer_lens/model_bridge/supported_architectures/rwkv7.py`	New adapter
`tests/unit/model_bridge/supported_architectures/test_rwkv7_adapter.py`	31 unit tests (synthetic config)
`tests/integration/model_bridge/test_rwkv7_adapter.py`	Integration tests (gated: `slow` + `skipif(CI)` + `importorskip("fla")`)
`transformer_lens/model_bridge/supported_architectures/__init__.py`	Register `RWKV7ArchitectureAdapter`
`transformer_lens/factories/architecture_adapter_factory.py`	Register `RWKV7ForCausalLM`
`transformer_lens/tools/model_registry/__init__.py`	`HF_SUPPORTED_ARCHITECTURES` + `CANONICAL_AUTHORS_BY_ARCH`
`transformer_lens/tools/model_registry/generate_report.py`	Architecture description
`transformer_lens/model_bridge/sources/_bridge_builder.py`	RWKV-7 passthrough attrs

Testing

Unit tests (31) pass on synthetic config — no HF Hub access:

uv run pytest tests/unit/model_bridge/supported_architectures/test_rwkv7_adapter.py -v

Integration tests require flash-linear-attention (~191 MB checkpoint download):

pip install flash-linear-attention
uv run pytest tests/integration/model_bridge/test_rwkv7_adapter.py -v -m slow

mukund1985 · 2026-07-17T06:39:12Z

@jlarson4 ready for review

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

jlarson4 · 2026-07-20T12:46:16Z

Same note about reviewing the failing CI checks here @mukund1985. Thanks for taking both of these adapters on!

jlarson4 · 2026-07-20T13:49:19Z

@mukund1985 Very similar comment here as on #1520. We cannot use the SSM-based components for non-SSM recurrent architectures. I recommend adopting the same OpaqueBlockBridge in place of the SSMBlockBridge as recommended in #1520. For your usage of SSM2MixerBridge, we should be able to replace it with a GeneralizedComponent without running into any issues. Let me know if you run into any issues with those adjustments.

…ge base class Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

…7 attn/ffn sublayers Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

mukund1985 · 2026-07-20T20:26:35Z

Thanks for the review. Both points addressed in the latest commits:

Replaced SSMBlockBridge with OpaqueBlockBridge for the model.layers block list (same refactor as feat: add RavenForCausalLM (Huginn) depth-recurrent adapter #1520).
Replaced SSM2MixerBridge with GeneralizedComponent for the attn and ffn sublayers. Unit tests updated accordingly.
Let me know if there is anything else to adjust.

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

mukund1985 · 2026-07-20T21:55:12Z

@jlarson4 all CI checks are now green — ready for your re-review when you get a chance.

jlarson4 · 2026-07-20T22:05:13Z

Looks great, thanks @mukund1985! Merging now

… entry Brings in the RWKV-7 additions from TransformerLensOrg#1521 that landed in dev: - _bridge_builder.py: added RWKV-7 passthrough attrs (num_heads, value_dim, decay/gate/a/v_low_rank_dim, norm_first, norm_bias, fuse_norm, attn_mode, hidden_act) - generate_report.py: added RWKV7ForCausalLM description entry Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

* Add RavenForCausalLM (Huginn) TransformerBridge adapter Adds a TransformerBridge architecture adapter for RavenForCausalLM (tomg-group-umd/huginn-0125), a depth-recurrent decoder with a prelude / weight-tied recurrent core / coda structure, resolving #1469. - raven.py delegates the recurrence to the remote-code HF forward and maps the three physical block lists (prelude / core_block / coda) via SSMBlockBridge, with combined-QKV native attention and a gated MLP. Sets applicable_phases=[] (a random initial latent state and post-residual sandwich norms diverge from the verify_models phases) and supports_fold_ln=False (ln_f is reused mid-network). prepare_loading patches Huginn's remote code for transformers v5 (tied-weights-keys dict form + a weight re-init guard). - Registers in the adapter factory, the model registry (canonical author and description) and supported_models.json; surfaces the recurrence-shape config via both _HF_PASSTHROUGH_ATTRS lists. - Adds synthetic-config unit tests and CI-gated integration tests. * fix: pass num_steps as int to iterate_forward (0-d tensor has no len) * fix: remove unused torch import and use setattr for dynamic cfg attrs * style: apply black formatting to raven.py Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * refactor: introduce OpaqueBlockBridge; use it for Raven instead of SSMBlockBridge Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: apply black formatting to opaque_block, ssm_block, __init__ Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * fix: strip dead hook_q/k/v aliases from Raven AttentionBridge Raven uses a combined Wqkv projection (no separate q/k/v submodules), so AttentionBridge's default hook_q/hook_k/hook_v aliases (which target q.hook_out / k.hook_out / v.hook_out) are unresolvable. The upstream test_every_hook_alias_resolves_to_hookpoint audit catches these as 9 dead aliases across prelude / core_block / coda. Strip them by setting an instance-level hook_aliases that omits those three keys, leaving only the aliases that have real HookPoint targets. Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * chore: merge upstream/dev — add RWKV-7 passthrough attrs and registry entry Brings in the RWKV-7 additions from #1521 that landed in dev: - _bridge_builder.py: added RWKV-7 passthrough attrs (num_heads, value_dim, decay/gate/a/v_low_rank_dim, norm_first, norm_bias, fuse_norm, attn_mode, hidden_act) - generate_report.py: added RWKV7ForCausalLM description entry Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> --------- Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

* Add dedicated GraniteMoe adapter tests (#1302) (#1524) granite_moe had substantive test coverage, but embedded inside test_granite_adapter.py rather than in its own file — inconsistent with every other architecture listed in #1302 (including granite_moe_hybrid), which each get a dedicated test_<name>_adapter.py. Moves that coverage into test_granite_moe_adapter.py and adds the one piece that was missing: an explicit config-flag test class (GraniteMoe doesn't override config setup, so it inherits dense Granite's flags, but nothing asserted that directly before). test_granite_adapter.py goes back to covering only GraniteArchitectureAdapter, matching its own docstring. * Updating documentation for future deprecation (#1523) * feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM) (#1521) * feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * refactor: use OpaqueBlockBridge for RWKV-7; introduce OpaqueBlockBridge base class Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * added hook_out_is_single_residual_stream default to OpaqueBlockBridge * style: apply black formatting to opaque_block, ssm_block, __init__ Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * refactor: replace SSM2MixerBridge with GeneralizedComponent for RWKV-7 attn/ffn sublayers Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix black formatting in generate_report.py Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> --------- Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> Co-authored-by: jlarson4 <jonahalarson@comcast.net> * feat: add RavenForCausalLM (Huginn) depth-recurrent adapter (#1520) * Add RavenForCausalLM (Huginn) TransformerBridge adapter Adds a TransformerBridge architecture adapter for RavenForCausalLM (tomg-group-umd/huginn-0125), a depth-recurrent decoder with a prelude / weight-tied recurrent core / coda structure, resolving #1469. - raven.py delegates the recurrence to the remote-code HF forward and maps the three physical block lists (prelude / core_block / coda) via SSMBlockBridge, with combined-QKV native attention and a gated MLP. Sets applicable_phases=[] (a random initial latent state and post-residual sandwich norms diverge from the verify_models phases) and supports_fold_ln=False (ln_f is reused mid-network). prepare_loading patches Huginn's remote code for transformers v5 (tied-weights-keys dict form + a weight re-init guard). - Registers in the adapter factory, the model registry (canonical author and description) and supported_models.json; surfaces the recurrence-shape config via both _HF_PASSTHROUGH_ATTRS lists. - Adds synthetic-config unit tests and CI-gated integration tests. * fix: pass num_steps as int to iterate_forward (0-d tensor has no len) * fix: remove unused torch import and use setattr for dynamic cfg attrs * style: apply black formatting to raven.py Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * refactor: introduce OpaqueBlockBridge; use it for Raven instead of SSMBlockBridge Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: apply black formatting to opaque_block, ssm_block, __init__ Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * fix: strip dead hook_q/k/v aliases from Raven AttentionBridge Raven uses a combined Wqkv projection (no separate q/k/v submodules), so AttentionBridge's default hook_q/hook_k/hook_v aliases (which target q.hook_out / k.hook_out / v.hook_out) are unresolvable. The upstream test_every_hook_alias_resolves_to_hookpoint audit catches these as 9 dead aliases across prelude / core_block / coda. Strip them by setting an instance-level hook_aliases that omits those three keys, leaving only the aliases that have real HookPoint targets. Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * chore: merge upstream/dev — add RWKV-7 passthrough attrs and registry entry Brings in the RWKV-7 additions from #1521 that landed in dev: - _bridge_builder.py: added RWKV-7 passthrough attrs (num_heads, value_dim, decay/gate/a/v_low_rank_dim, norm_first, norm_bias, fuse_norm, attn_mode, hidden_act) - generate_report.py: added RWKV7ForCausalLM description entry Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> --------- Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * Fix Tracr demo output_label: compiled labels are auto-numbered (#1525) The Tracr demo passes output_label="reverse", but Tracr builds labels as f"{name}_{unique_id}", so the compiled expression's residual labels are reverse_1:* and the demo raises ValueError at the state-dict cell. Pass reverse.label instead of hardcoding the name, and correct the same wrong label shape in the unit-test fixture (real Tracr never emits "reverse:1") and in the infer_tracr_output_label docstring example. Co-authored-by: Claude Fable 5 <noreply@anthropic.com> * Add TransformerBridge adapter for lightweight decoder-only pretraining models (#1519) * Add TransformerLens pretrain bridge adapter * Add TransformerLens pretrain bridge adapter * Setup registry for hookedtransformer deprecation * bug fixes and rebase to 4.x * Hook management improvements * implemented `stop_at_layer` on TransformerBridge * input_to_embed and pos_slice added to bridge * prevent corruption, check_hooks_to_add placed in all locations that need it * Adjusted head detector to be HookedTransformer agnostic, added key value injection to bridge * Add specific migration differences section * Attempting to let pytest run in parallel * Attempting to fix the OOM on the multi-device Full Coverage run --------- Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> Co-authored-by: Delaida Muminovic <delaida.muminovic.22@size.ba> Co-authored-by: Mukund Pandey <mukund.pandey@gmail.com> Co-authored-by: Joseph Quevedo <41499530+dewstend@users.noreply.github.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> Co-authored-by: Cacapice <kombrellaro@gmail.com>

* Add dedicated GraniteMoe adapter tests (#1302) (#1524) granite_moe had substantive test coverage, but embedded inside test_granite_adapter.py rather than in its own file — inconsistent with every other architecture listed in #1302 (including granite_moe_hybrid), which each get a dedicated test_<name>_adapter.py. Moves that coverage into test_granite_moe_adapter.py and adds the one piece that was missing: an explicit config-flag test class (GraniteMoe doesn't override config setup, so it inherits dense Granite's flags, but nothing asserted that directly before). test_granite_adapter.py goes back to covering only GraniteArchitectureAdapter, matching its own docstring. * Updating documentation for future deprecation (#1523) * feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM) (#1521) * feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * refactor: use OpaqueBlockBridge for RWKV-7; introduce OpaqueBlockBridge base class Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * added hook_out_is_single_residual_stream default to OpaqueBlockBridge * style: apply black formatting to opaque_block, ssm_block, __init__ Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * refactor: replace SSM2MixerBridge with GeneralizedComponent for RWKV-7 attn/ffn sublayers Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix black formatting in generate_report.py Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> --------- Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> Co-authored-by: jlarson4 <jonahalarson@comcast.net> * feat: add RavenForCausalLM (Huginn) depth-recurrent adapter (#1520) * Add RavenForCausalLM (Huginn) TransformerBridge adapter Adds a TransformerBridge architecture adapter for RavenForCausalLM (tomg-group-umd/huginn-0125), a depth-recurrent decoder with a prelude / weight-tied recurrent core / coda structure, resolving #1469. - raven.py delegates the recurrence to the remote-code HF forward and maps the three physical block lists (prelude / core_block / coda) via SSMBlockBridge, with combined-QKV native attention and a gated MLP. Sets applicable_phases=[] (a random initial latent state and post-residual sandwich norms diverge from the verify_models phases) and supports_fold_ln=False (ln_f is reused mid-network). prepare_loading patches Huginn's remote code for transformers v5 (tied-weights-keys dict form + a weight re-init guard). - Registers in the adapter factory, the model registry (canonical author and description) and supported_models.json; surfaces the recurrence-shape config via both _HF_PASSTHROUGH_ATTRS lists. - Adds synthetic-config unit tests and CI-gated integration tests. * fix: pass num_steps as int to iterate_forward (0-d tensor has no len) * fix: remove unused torch import and use setattr for dynamic cfg attrs * style: apply black formatting to raven.py Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * refactor: introduce OpaqueBlockBridge; use it for Raven instead of SSMBlockBridge Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: apply black formatting to opaque_block, ssm_block, __init__ Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * style: fix import order in generalized_components/__init__.py (isort) Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * fix: strip dead hook_q/k/v aliases from Raven AttentionBridge Raven uses a combined Wqkv projection (no separate q/k/v submodules), so AttentionBridge's default hook_q/hook_k/hook_v aliases (which target q.hook_out / k.hook_out / v.hook_out) are unresolvable. The upstream test_every_hook_alias_resolves_to_hookpoint audit catches these as 9 dead aliases across prelude / core_block / coda. Strip them by setting an instance-level hook_aliases that omits those three keys, leaving only the aliases that have real HookPoint targets. Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * chore: merge upstream/dev — add RWKV-7 passthrough attrs and registry entry Brings in the RWKV-7 additions from #1521 that landed in dev: - _bridge_builder.py: added RWKV-7 passthrough attrs (num_heads, value_dim, decay/gate/a/v_low_rank_dim, norm_first, norm_bias, fuse_norm, attn_mode, hidden_act) - generate_report.py: added RWKV7ForCausalLM description entry Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> --------- Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> * Fix Tracr demo output_label: compiled labels are auto-numbered (#1525) The Tracr demo passes output_label="reverse", but Tracr builds labels as f"{name}_{unique_id}", so the compiled expression's residual labels are reverse_1:* and the demo raises ValueError at the state-dict cell. Pass reverse.label instead of hardcoding the name, and correct the same wrong label shape in the unit-test fixture (real Tracr never emits "reverse:1") and in the infer_tracr_output_label docstring example. Co-authored-by: Claude Fable 5 <noreply@anthropic.com> * Add TransformerBridge adapter for lightweight decoder-only pretraining models (#1519) * Add TransformerLens pretrain bridge adapter * Add TransformerLens pretrain bridge adapter * Setup registry for hookedtransformer deprecation * bug fixes and rebase to 4.x * Hook management improvements * implemented `stop_at_layer` on TransformerBridge * input_to_embed and pos_slice added to bridge * prevent corruption, check_hooks_to_add placed in all locations that need it * Adjusted head detector to be HookedTransformer agnostic, added key value injection to bridge * Add specific migration differences section * Attempting to let pytest run in parallel * Attempting to fix the OOM on the multi-device Full Coverage run * Big comment sweep * Comment fix --------- Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com> Co-authored-by: Delaida Muminovic <delaida.muminovic.22@size.ba> Co-authored-by: Mukund Pandey <mukund.pandey@gmail.com> Co-authored-by: Joseph Quevedo <41499530+dewstend@users.noreply.github.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> Co-authored-by: Cacapice <kombrellaro@gmail.com>

feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM)

ea4e0c2

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

mukund1985 force-pushed the feat/rwkv7-adapter branch from 7835baf to ea4e0c2 Compare July 17, 2026 06:43

mukund1985 and others added 8 commits July 20, 2026 15:52

refactor: use OpaqueBlockBridge for RWKV-7; introduce OpaqueBlockBrid…

1687e3e

…ge base class Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

Merge remote-tracking branch 'origin/dev' into feat/rwkv7-adapter

c03ca74

added hook_out_is_single_residual_stream default to OpaqueBlockBridge

84cf586

style: apply black formatting to opaque_block, ssm_block, __init__

85f50a8

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

style: fix import order in generalized_components/__init__.py (isort)

8f03a90

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

style: fix import order in generalized_components/__init__.py (isort)

820f256

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

style: fix import order in generalized_components/__init__.py (isort)

19f9849

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

refactor: replace SSM2MixerBridge with GeneralizedComponent for RWKV-…

13eb688

…7 attn/ffn sublayers Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

style: fix black formatting in generate_report.py

3161154

Signed-off-by: Mukund Pandey <mukund.pandey@gmail.com>

jlarson4 merged commit d96c36a into TransformerLensOrg:dev Jul 20, 2026
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mukund1985 mentioned this pull request Jul 23, 2026

[Proposal] Additional Architecture Adapter tests #1302

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feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM)#1521

feat: add RWKV-7 (Goose) TransformerBridge adapter (RWKV7ForCausalLM)#1521
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