mirror of
https://github.com/karpathy/nanochat.git
synced 2026-03-19 03:13:15 +00:00
ablation + anyscale
This commit is contained in:
Yoyo
parent
f7b71341fd
commit
6d0afeacd3
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@ -24,3 +24,5 @@ uv run maturin develop --release --manifest-path rustbpe/Cargo.toml
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# train tokenizer
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python -m nanochat.dataset -n 240
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# modal set up
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pip install modal
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@ -37,6 +37,9 @@ class GPTConfig:
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# Characters: L=long (full context), S=short (half context)
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# Examples: "L"=all full context, "SL"=alternating, "SSL"=two short then one long
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window_pattern: str = "SSSL"
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# Ablation options
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mlp_type: str = "relu2" # "relu2" (baseline) or "swiglu"
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rope_base: int = 10000 # RoPE base theta (10K baseline, 500K for long-context)
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def norm(x):
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@ -121,14 +124,24 @@ class CausalSelfAttention(nn.Module):
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class MLP(nn.Module):
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def __init__(self, config):
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super().__init__()
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self.c_fc = nn.Linear(config.n_embd, 4 * config.n_embd, bias=False)
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self.c_proj = nn.Linear(4 * config.n_embd, config.n_embd, bias=False)
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self.mlp_type = config.mlp_type
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if config.mlp_type == "swiglu":
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# hidden_dim = 8/3 * n_embd to match relu2 param count:
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# relu2: n_embd*(4n) + (4n)*n_embd = 8*n^2
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# swiglu: n*(h) + n*(h) + h*n = 3*h*n => h = 8/3*n
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hidden_dim = int(8 / 3 * config.n_embd)
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self.c_gate = nn.Linear(config.n_embd, hidden_dim, bias=False)
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self.c_up = nn.Linear(config.n_embd, hidden_dim, bias=False)
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self.c_proj = nn.Linear(hidden_dim, config.n_embd, bias=False)
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else: # relu2
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self.c_fc = nn.Linear(config.n_embd, 4 * config.n_embd, bias=False)
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self.c_proj = nn.Linear(4 * config.n_embd, config.n_embd, bias=False)
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def forward(self, x):
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x = self.c_fc(x)
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x = F.relu(x).square()
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x = self.c_proj(x)
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return x
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if self.mlp_type == "swiglu":
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return self.c_proj(F.silu(self.c_gate(x)) * self.c_up(x))
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else:
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return self.c_proj(F.relu(self.c_fc(x)).square())
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class Block(nn.Module):
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@ -213,7 +226,11 @@ class GPT(nn.Module):
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torch.nn.init.uniform_(block.attn.c_k.weight, -s, s)
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torch.nn.init.uniform_(block.attn.c_v.weight, -s, s)
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torch.nn.init.zeros_(block.attn.c_proj.weight) # projections are zero
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torch.nn.init.uniform_(block.mlp.c_fc.weight, -s, s)
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if block.mlp.mlp_type == "swiglu":
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torch.nn.init.uniform_(block.mlp.c_gate.weight, -s, s)
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torch.nn.init.uniform_(block.mlp.c_up.weight, -s, s)
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else:
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torch.nn.init.uniform_(block.mlp.c_fc.weight, -s, s)
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torch.nn.init.zeros_(block.mlp.c_proj.weight)
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# Per-layer scalars
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@ -240,8 +257,9 @@ class GPT(nn.Module):
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for ve in self.value_embeds.values():
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ve.to(dtype=torch.bfloat16)
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def _precompute_rotary_embeddings(self, seq_len, head_dim, base=10000, device=None):
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# TODO: bump base theta more? e.g. 100K is more common more recently
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def _precompute_rotary_embeddings(self, seq_len, head_dim, base=None, device=None):
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if base is None:
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base = self.config.rope_base
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# autodetect the device from model embeddings
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if device is None:
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device = self.transformer.wte.weight.device
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1
rustbpe/target/.rustc_info.json
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rustbpe/target/.rustc_info.json
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@ -0,0 +1 @@
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{"rustc_fingerprint":3153245733862020455,"outputs":{"17747080675513052775":{"success":true,"status":"","code":0,"stdout":"rustc 1.93.1 (01f6ddf75 2026-02-11)\nbinary: rustc\ncommit-hash: 01f6ddf7588f42ae2d7eb0a2f21d44e8e96674cf\ncommit-date: 2026-02-11\nhost: x86_64-unknown-linux-gnu\nrelease: 1.93.1\nLLVM version: 21.1.8\n","stderr":""},"7971740275564407648":{"success":true,"status":"","code":0,"stdout":"___\nlib___.rlib\nlib___.so\nlib___.so\nlib___.a\nlib___.so\n/home/yoyo/.rustup/toolchains/stable-x86_64-unknown-linux-gnu\noff\npacked\nunpacked\n___\ndebug_assertions\npanic=\"unwind\"\nproc_macro\ntarget_abi=\"\"\ntarget_arch=\"x86_64\"\ntarget_endian=\"little\"\ntarget_env=\"gnu\"\ntarget_family=\"unix\"\ntarget_feature=\"fxsr\"\ntarget_feature=\"sse\"\ntarget_feature=\"sse2\"\ntarget_has_atomic=\"16\"\ntarget_has_atomic=\"32\"\ntarget_has_atomic=\"64\"\ntarget_has_atomic=\"8\"\ntarget_has_atomic=\"ptr\"\ntarget_os=\"linux\"\ntarget_pointer_width=\"64\"\ntarget_vendor=\"unknown\"\nunix\n","stderr":""}},"successes":{}}
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BIN
rustbpe/target/maturin/librustbpe.so
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rustbpe/target/maturin/librustbpe.so
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rustbpe/target/release/.cargo-lock
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aeb463eccb5e4e1e
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{"rustc":1100337564441796057,"features":"","declared_features":"","target":0,"profile":0,"path":0,"deps":[[966925859616469517,"build_script_build",false,18326824378327578846]],"local":[{"RerunIfChanged":{"output":"release/build/ahash-6e0ddbeeb0963122/output","paths":["build.rs"]}}],"rustflags":[],"config":0,"compile_kind":0}
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{"rustc":1100337564441796057,"features":"[\"default\", \"std\"]","declared_features":"[\"default\", \"std\"]","target":15353977948366730291,"profile":14791228037615401302,"path":244282978214369260,"deps":[[3528074118530651198,"crossbeam_epoch",false,12084335119325868716],[4468123440088164316,"crossbeam_utils",false,4066709884124278728]],"local":[{"CheckDepInfo":{"dep_info":"release/.fingerprint/crossbeam-deque-9a3abdc3674f18e8/dep-lib-crossbeam_deque","checksum":false}}],"rustflags":[],"config":2069994364910194474,"compile_kind":0}
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|
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Reference in New Issue
Block a user