diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo index 50696688e..3cf7fbd01 100644 --- a/docs/build/html/.buildinfo +++ b/docs/build/html/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: c431be841be9331fc029403834cef1bf +config: ad0493b39127084c2ab6331071fb3c9b tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js index 51bee6816..213607d15 100644 --- a/docs/build/html/_static/documentation_options.js +++ b/docs/build/html/_static/documentation_options.js @@ -1,5 +1,5 @@ const DOCUMENTATION_OPTIONS = { - VERSION: '0.19.1', + VERSION: '0.19.2', LANGUAGE: 'en', COLLAPSE_INDEX: false, BUILDER: 'html', diff --git a/docs/build/html/annotated.html b/docs/build/html/annotated.html index 780672292..87141e0a0 100644 --- a/docs/build/html/annotated.html +++ b/docs/build/html/annotated.html @@ -91,6 +91,14 @@ $(function(){ initResizable(false); });
[detail level 12345]
+ + + + + + + + @@ -318,33 +326,39 @@ $(function(){ initResizable(false); }); - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/build/html/backend_2metal_2device_8h_source.html b/docs/build/html/backend_2metal_2device_8h_source.html index 4ac2509f2..8b936bd40 100644 --- a/docs/build/html/backend_2metal_2device_8h_source.html +++ b/docs/build/html/backend_2metal_2device_8h_source.html @@ -258,106 +258,113 @@ $(function(){ initResizable(false); });
137 };
138
-
139 void new_queue(int index);
-
140 MTL::CommandBuffer* get_command_buffer(int index);
-
141 int get_command_buffer_ops(int index);
-
142 void increment_command_buffer_ops(int index);
-
143 void commit_command_buffer(int index);
-
144 CommandEncoder& get_command_encoder(int index);
-
145 void end_encoding(int index);
-
146
-
147 void register_library(
-
148 const std::string& lib_name,
-
149 const std::string& lib_path);
-
150
-
151 // Note, this should remain in the header so that it is not dynamically
-
152 // linked
-
-
153 void register_library(const std::string& lib_name) {
-
154 if (auto it = library_map_.find(lib_name); it == library_map_.end()) {
-
155 register_library(lib_name, get_colocated_mtllib_path(lib_name));
-
156 }
-
157 }
+
+
139 const std::string& get_architecture() {
+
140 return arch_;
+
141 }
+
+
142
+
143 void new_queue(int index);
+
144 MTL::CommandBuffer* get_command_buffer(int index);
+
145 int get_command_buffer_ops(int index);
+
146 void increment_command_buffer_ops(int index);
+
147 void commit_command_buffer(int index);
+
148 CommandEncoder& get_command_encoder(int index);
+
149 void end_encoding(int index);
+
150
+
151 void register_library(
+
152 const std::string& lib_name,
+
153 const std::string& lib_path);
+
154
+
155 // Note, this should remain in the header so that it is not dynamically
+
156 // linked
+
+
157 void register_library(const std::string& lib_name) {
+
158 if (auto it = library_map_.find(lib_name); it == library_map_.end()) {
+
159 register_library(lib_name, get_colocated_mtllib_path(lib_name));
+
160 }
+
161 }
-
158
-
159 MTL::Library* get_library(
-
160 const std::string& name,
-
161 const std::function<std::string(void)>& builder);
162
-
163 MTL::ComputePipelineState* get_kernel(
-
164 const std::string& base_name,
-
165 MTL::Library* mtl_lib,
-
166 const std::string& hash_name = "",
-
167 const MTLFCList& func_consts = {},
-
168 const std::vector<MTL::Function*>& linked_functions = {});
-
169
-
170 MTL::ComputePipelineState* get_kernel(
-
171 const std::string& base_name,
-
172 const std::string& lib_name = "mlx",
-
173 const std::string& hash_name = "",
-
174 const MTLFCList& func_consts = {},
-
175 const std::vector<MTL::Function*>& linked_functions = {});
-
176
-
177 MTL::ArgumentEncoder* argument_encoder(
-
178 const std::vector<MTL::ArgumentDescriptor*>& arg_descs) const;
-
179
-
180 // Record temporary arrays for the given stream index
-
181 void add_temporary(array arr, int index);
-
182 void add_temporaries(std::vector<array> arrays, int index);
+
163 MTL::Library* get_library(
+
164 const std::string& name,
+
165 const std::function<std::string(void)>& builder);
+
166
+
167 MTL::ComputePipelineState* get_kernel(
+
168 const std::string& base_name,
+
169 MTL::Library* mtl_lib,
+
170 const std::string& hash_name = "",
+
171 const MTLFCList& func_consts = {},
+
172 const std::vector<MTL::Function*>& linked_functions = {});
+
173
+
174 MTL::ComputePipelineState* get_kernel(
+
175 const std::string& base_name,
+
176 const std::string& lib_name = "mlx",
+
177 const std::string& hash_name = "",
+
178 const MTLFCList& func_consts = {},
+
179 const std::vector<MTL::Function*>& linked_functions = {});
+
180
+
181 MTL::ArgumentEncoder* argument_encoder(
+
182 const std::vector<MTL::ArgumentDescriptor*>& arg_descs) const;
183
-
184 void set_residency_set(const MTL::ResidencySet* residency_set);
-
185
-
186 private:
-
187 DeviceStream& get_stream_(int index) {
-
188 return stream_map_.find(index)->second;
-
189 }
-
190 MTL::Library* get_library_cache_(const std::string& name);
-
191
-
192 MTL::Library* get_library_(const std::string& name);
-
193 MTL::Library* build_library_(const std::string& source_string);
-
194
-
195 MTL::Function* get_function_(const std::string& name, MTL::Library* mtl_lib);
-
196
-
197 MTL::Function* get_function_(
-
198 const std::string& name,
-
199 const std::string& specialized_name,
-
200 const MTLFCList& func_consts,
-
201 MTL::Library* mtl_lib);
-
202
-
203 MTL::LinkedFunctions* get_linked_functions_(
-
204 const std::vector<MTL::Function*>& funcs);
-
205
-
206 MTL::ComputePipelineState* get_kernel_(
-
207 const std::string& name,
-
208 const MTL::Function* mtl_function);
+
184 // Record temporary arrays for the given stream index
+
185 void add_temporary(array arr, int index);
+
186 void add_temporaries(std::vector<array> arrays, int index);
+
187
+
188 void set_residency_set(const MTL::ResidencySet* residency_set);
+
189
+
190 private:
+
191 DeviceStream& get_stream_(int index) {
+
192 return stream_map_.find(index)->second;
+
193 }
+
194 MTL::Library* get_library_cache_(const std::string& name);
+
195
+
196 MTL::Library* get_library_(const std::string& name);
+
197 MTL::Library* build_library_(const std::string& source_string);
+
198
+
199 MTL::Function* get_function_(const std::string& name, MTL::Library* mtl_lib);
+
200
+
201 MTL::Function* get_function_(
+
202 const std::string& name,
+
203 const std::string& specialized_name,
+
204 const MTLFCList& func_consts,
+
205 MTL::Library* mtl_lib);
+
206
+
207 MTL::LinkedFunctions* get_linked_functions_(
+
208 const std::vector<MTL::Function*>& funcs);
209
210 MTL::ComputePipelineState* get_kernel_(
211 const std::string& name,
-
212 const MTL::Function* mtl_function,
-
213 const MTL::LinkedFunctions* linked_functions);
-
214
-
215 MTL::ComputePipelineState* get_kernel_(
-
216 const std::string& base_name,
-
217 MTL::Library* mtl_lib,
-
218 const std::string& hash_name,
-
219 const MTLFCList& func_consts = {},
-
220 const std::vector<MTL::Function*>& linked_functions = {});
-
221
-
222 MTL::Device* device_;
-
223 std::unordered_map<int32_t, DeviceStream> stream_map_;
-
224
-
225 std::shared_mutex kernel_mtx_;
-
226 std::unordered_map<std::string, MTL::ComputePipelineState*> kernel_map_;
-
227
-
228 std::shared_mutex library_mtx_;
-
229 std::unordered_map<std::string, MTL::Library*> library_map_;
-
230 const MTL::ResidencySet* residency_set_{nullptr};
-
231};
+
212 const MTL::Function* mtl_function);
+
213
+
214 MTL::ComputePipelineState* get_kernel_(
+
215 const std::string& name,
+
216 const MTL::Function* mtl_function,
+
217 const MTL::LinkedFunctions* linked_functions);
+
218
+
219 MTL::ComputePipelineState* get_kernel_(
+
220 const std::string& base_name,
+
221 MTL::Library* mtl_lib,
+
222 const std::string& hash_name,
+
223 const MTLFCList& func_consts = {},
+
224 const std::vector<MTL::Function*>& linked_functions = {});
+
225
+
226 MTL::Device* device_;
+
227 std::unordered_map<int32_t, DeviceStream> stream_map_;
+
228
+
229 std::shared_mutex kernel_mtx_;
+
230 std::unordered_map<std::string, MTL::ComputePipelineState*> kernel_map_;
+
231
+
232 std::shared_mutex library_mtx_;
+
233 std::unordered_map<std::string, MTL::Library*> library_map_;
+
234 const MTL::ResidencySet* residency_set_{nullptr};
+
235 std::string arch_;
+
236};
-
232
-
233Device& device(mlx::core::Device);
-
234
-
235} // namespace mlx::core::metal
+
237
+
238Device& device(mlx::core::Device);
+
239
+
240} // namespace mlx::core::metal
array.h
mlx::core::array
Definition array.h:20
mlx::core::metal::Device
Definition device.h:128
@@ -368,6 +375,7 @@ $(function(){ initResizable(false); });
mlx::core::metal::Device::~Device
~Device()
mlx::core::metal::Device::get_command_buffer
MTL::CommandBuffer * get_command_buffer(int index)
mlx::core::metal::Device::end_encoding
void end_encoding(int index)
+
mlx::core::metal::Device::get_architecture
const std::string & get_architecture()
Definition device.h:139
mlx::core::metal::Device::get_kernel
MTL::ComputePipelineState * get_kernel(const std::string &base_name, MTL::Library *mtl_lib, const std::string &hash_name="", const MTLFCList &func_consts={}, const std::vector< MTL::Function * > &linked_functions={})
mlx::core::metal::Device::argument_encoder
MTL::ArgumentEncoder * argument_encoder(const std::vector< MTL::ArgumentDescriptor * > &arg_descs) const
mlx::core::metal::Device::add_temporaries
void add_temporaries(std::vector< array > arrays, int index)
@@ -375,7 +383,7 @@ $(function(){ initResizable(false); });
mlx::core::metal::Device::increment_command_buffer_ops
void increment_command_buffer_ops(int index)
mlx::core::metal::Device::new_queue
void new_queue(int index)
mlx::core::metal::Device::commit_command_buffer
void commit_command_buffer(int index)
-
mlx::core::metal::Device::register_library
void register_library(const std::string &lib_name)
Definition device.h:153
+
mlx::core::metal::Device::register_library
void register_library(const std::string &lib_name)
Definition device.h:157
mlx::core::metal::Device::Device
Device(const Device &)=delete
mlx::core::metal::Device::add_temporary
void add_temporary(array arr, int index)
mlx::core::metal::Device::operator=
Device & operator=(const Device &)=delete
diff --git a/docs/build/html/classes.html b/docs/build/html/classes.html index 86f2fcfe5..31672a75b 100644 --- a/docs/build/html/classes.html +++ b/docs/build/html/classes.html @@ -94,7 +94,7 @@ $(function(){ initResizable(false); });
Abs
Abs (mlx::core)
Abs (mlx::core::detail)
AccumHelper (mlx::steel)
Add
Add (mlx::core)
Add (mlx::core::detail)
add_vec (pocketfft::detail)
add_vec< cmplx< T > > (pocketfft::detail)
AddMM (mlx::core)
AffineQuantize (mlx::core::fast)
aligned_allocator (pocketfft::detail::threading)
AllGather (mlx::core::distributed)
Allocator (mlx::core::allocator)
AllReduce (mlx::core::distributed)
And
Arange (mlx::core)
ArcCos
ArcCos (mlx::core)
ArcCos (mlx::core::detail)
ArcCosh
ArcCosh (mlx::core)
ArcCosh (mlx::core::detail)
ArcSin
ArcSin (mlx::core)
ArcSin (mlx::core::detail)
ArcSinh
ArcSinh (mlx::core)
ArcSinh (mlx::core::detail)
ArcTan
ArcTan (mlx::core)
ArcTan (mlx::core::detail)
ArcTan2
ArcTan2 (mlx::core)
ArcTan2 (mlx::core::detail)
ArcTanh
ArcTanh (mlx::core)
ArcTanh (mlx::core::detail)
ArgPartition (mlx::core)
ArgReduce (mlx::core)
ArgSort (mlx::core)
arr (pocketfft::detail)
arr_info (pocketfft::detail)
array (mlx::core)
array::ArrayIterator (mlx::core)
AsStrided (mlx::core)
AsType (mlx::core)
B
-
_MLX_BFloat16::bits_to_bfloat_struct
BitwiseAnd
BitwiseAnd (mlx::core::detail)
BitwiseBinary (mlx::core)
BitwiseOr
BitwiseOr (mlx::core::detail)
BitwiseXor
BitwiseXor (mlx::core::detail)
BlockLoader (mlx::steel)
BlockMaskedMM (mlx::core)
BlockMergeSort
BlockMMA (mlx::steel)
BlockSwizzle (mlx::steel)
bool4_or_uint
Broadcast (mlx::core)
Buffer (mlx::core::allocator)
+
BaseMMAFrag (mlx::steel)
BaseMMAFrag< T, 8, 8 > (mlx::steel)
_MLX_BFloat16::bits_to_bfloat_struct
BitwiseAnd
BitwiseAnd (mlx::core::detail)
BitwiseBinary (mlx::core)
BitwiseOr
BitwiseOr (mlx::core::detail)
BitwiseXor
BitwiseXor (mlx::core::detail)
BlockLoader (mlx::steel)
BlockMaskedMM (mlx::core)
BlockMergeSort
BlockMMA (mlx::steel)
BlockSwizzle (mlx::steel)
bool4_or_uint
Broadcast (mlx::core)
Buffer (mlx::core::allocator)
C
Ceil
Ceil (mlx::core)
Ceil (mlx::core::detail)
cfftp (pocketfft::detail)
ChannelHelper (mlx::steel)
ChannelHelper< 1 > (mlx::steel)
ChannelHelper< 2 > (mlx::steel)
ChannelHelper< 3 > (mlx::steel)
ChannelHelper< 4 > (mlx::steel)
Cholesky (mlx::core)
cmplx (pocketfft::detail)
cndarr (pocketfft::detail)
CommandEncoder (mlx::core::metal)
CommonAllocator (mlx::core::allocator)
Compiled (mlx::core)
complex128_t (mlx::core)
complex64_t
complex64_t (mlx::core)
Concatenate (mlx::core)
concurrent_queue (pocketfft::detail::threading)
CommandEncoder::ConcurrentContext (mlx::core::metal)
Conjugate
Conjugate (mlx::core)
Conjugate (mlx::core::detail)
ContiguousIterator (mlx::core)
Conv2DGeneralBaseInfo (mlx::steel)
Conv2DGeneralJumpParams (mlx::steel)
Conv2DInputBlockLoaderGeneral (mlx::steel)
Conv2DInputBlockLoaderLargeFilter (mlx::steel)
Conv2DInputBlockLoaderSmallChannels (mlx::steel)
Conv2DInputBlockLoaderSmallFilter (mlx::steel)
Conv2DWeightBlockLoader (mlx::steel)
Conv2DWeightBlockLoaderGeneral (mlx::steel)
Conv2DWeightBlockLoaderSmallChannels (mlx::steel)
Convolution (mlx::core)
Copy (mlx::core)
Cos
Cos (mlx::core)
Cos (mlx::core::detail)
Cosh
Cosh (mlx::core)
Cosh (mlx::core::detail)
CumMax
CumMin
CumProd
CumProd< bool >
CumSum
Custom (mlx::core::fast)
CustomKernel (mlx::core::fast)
CustomKernelShapeInfo (mlx::core::fast)
CustomTransforms (mlx::core)
@@ -115,7 +115,7 @@ $(function(){ initResizable(false); });
Hadamard (mlx::core)
I
-
Imag
Imag (mlx::core::detail)
Imag (mlx::core)
ImplicitGemmConv2DParams (mlx::steel)
Indices
IntOrFloat (mlx::core::detail)
InTracing (mlx::core::detail)
Inverse (mlx::core)
+
Imag
Imag (mlx::core::detail)
Imag (mlx::core)
ImplicitGemmConv2DParams (mlx::steel)
Indices
integral_constant (mlx::steel)
IntOrFloat (mlx::core::detail)
InTracing (mlx::core::detail)
Inverse (mlx::core)
is_empty (metal)
is_integral (mlx::steel)
is_integral< integral_constant< T, v > > (mlx::steel)
is_static (metal)
K
KernelMergeSort
KernelMultiBlockMergeSort
KeySequence (mlx::core::random)
@@ -124,7 +124,7 @@ $(function(){ initResizable(false); });
latch (pocketfft::detail::threading)
LayerNorm (mlx::core::fast)
LayerNormVJP (mlx::core::fast)
LeftShift
LeftShift (mlx::core::detail)
Less
Less (mlx::core::detail)
Less (mlx::core)
LessEqual
LessEqual (mlx::core::detail)
LessEqual (mlx::core)
LessThan
Limits
Limits< bfloat16_t >
Limits< bool >
Limits< complex64_t >
Limits< float >
Limits< half >
Limits< int16_t >
Limits< int32_t >
Limits< int64_t >
Limits< int8_t >
Limits< uint16_t >
Limits< uint32_t >
Limits< uint64_t >
Limits< uint8_t >
Load (mlx::core)
Log
Log (mlx::core::detail)
Log (mlx::core)
Log10
Log10 (mlx::core::detail)
Log1p
Log1p (mlx::core::detail)
Log1p (mlx::core)
Log2
Log2 (mlx::core::detail)
LogAddExp
LogAddExp (mlx::core::detail)
LogAddExp (mlx::core)
LogicalAnd
LogicalAnd (mlx::core::detail)
LogicalAnd (mlx::core)
LogicalNot
LogicalNot (mlx::core::detail)
LogicalNot (mlx::core)
LogicalOr
LogicalOr (mlx::core::detail)
LogicalOr (mlx::core)
LoopAlignment (mlx::steel)
looped_elem_to_loc
looped_elem_to_loc< 0, offset_t >
looped_elem_to_loc< 1, offset_t >
M
-
Matmul (mlx::core)
Max
Maximum
Maximum (mlx::core::detail)
Maximum (mlx::core)
MetalAllocator (mlx::core::metal)
Min
Minimum
Minimum (mlx::core::detail)
Minimum (mlx::core)
mlx_atomic
mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >
MLXConvParams
MLXFastAttentionParams
MLXScaledDotProductAttentionParams
multi_iter (pocketfft::detail)
Multiply (mlx::core::detail)
Multiply (mlx::core)
Multiply
+
make_void (metal)
Matmul (mlx::core)
Max
Maximum
Maximum (mlx::core::detail)
Maximum (mlx::core)
MetalAllocator (mlx::core::metal)
Min
Minimum
Minimum (mlx::core::detail)
Minimum (mlx::core)
mlx_atomic
mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >
MLXConvParams
MLXFastAttentionParams
MLXScaledDotProductAttentionParams
MMATile (mlx::steel)
multi_iter (pocketfft::detail)
Multiply (mlx::core::detail)
Multiply (mlx::core)
Multiply
N
NaNEqual (mlx::core::detail)
NaNEqual
ndarr (pocketfft::detail)
Negative (mlx::core::detail)
Negative (mlx::core)
Negative
NodeNamer (mlx::core)
None
NotEqual (mlx::core::detail)
NotEqual (mlx::core)
NotEqual
NumberOfElements (mlx::core)
@@ -133,7 +133,7 @@ $(function(){ initResizable(false); });
Or
P
-
Pad (mlx::core)
ParallelFileReader (mlx::core::io)
Partition (mlx::core)
pocketfft_c (pocketfft::detail)
pocketfft_r (pocketfft::detail)
Power (mlx::core::detail)
Power (mlx::core)
Power
Primitive (mlx::core)
PrintFormatter (mlx::core)
Prod
+
Pad (mlx::core)
ParallelFileReader (mlx::core::io)
Partition (mlx::core)
pocketfft_c (pocketfft::detail)
pocketfft_r (pocketfft::detail)
pointer_element (metal)
pointer_element< constant T * > (metal)
pointer_element< device T * > (metal)
pointer_element< thread T * > (metal)
pointer_element< threadgroup T * > (metal)
Power (mlx::core::detail)
Power (mlx::core)
Power
Primitive (mlx::core)
PrintFormatter (mlx::core)
Prod
Q
QRF (mlx::core)
QuantizedBlockLoader
QuantizedMatmul (mlx::core)
diff --git a/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html b/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html index de06eb6a1..d7b6c9cbc 100644 --- a/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html +++ b/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html @@ -101,20 +101,21 @@ $(function(){ initResizable(false); }); - - - - - - - - - - - - - - + + + + + + + + + + + + + + +
 ►Nmetal
 ►Nmlx
 ►Npocketfft
Device()mlx::core::metal::Device
Device(const Device &)=deletemlx::core::metal::Device
end_encoding(int index)mlx::core::metal::Device
get_command_buffer(int index)mlx::core::metal::Device
get_command_buffer_ops(int index)mlx::core::metal::Device
get_command_encoder(int index)mlx::core::metal::Device
get_kernel(const std::string &base_name, MTL::Library *mtl_lib, const std::string &hash_name="", const MTLFCList &func_consts={}, const std::vector< MTL::Function * > &linked_functions={})mlx::core::metal::Device
get_kernel(const std::string &base_name, const std::string &lib_name="mlx", const std::string &hash_name="", const MTLFCList &func_consts={}, const std::vector< MTL::Function * > &linked_functions={})mlx::core::metal::Device
get_library(const std::string &name, const std::function< std::string(void)> &builder)mlx::core::metal::Device
increment_command_buffer_ops(int index)mlx::core::metal::Device
mtl_device()mlx::core::metal::Deviceinline
new_queue(int index)mlx::core::metal::Device
operator=(const Device &)=deletemlx::core::metal::Device
register_library(const std::string &lib_name, const std::string &lib_path)mlx::core::metal::Device
register_library(const std::string &lib_name)mlx::core::metal::Deviceinline
set_residency_set(const MTL::ResidencySet *residency_set)mlx::core::metal::Device
~Device()mlx::core::metal::Device
get_architecture()mlx::core::metal::Deviceinline
get_command_buffer(int index)mlx::core::metal::Device
get_command_buffer_ops(int index)mlx::core::metal::Device
get_command_encoder(int index)mlx::core::metal::Device
get_kernel(const std::string &base_name, MTL::Library *mtl_lib, const std::string &hash_name="", const MTLFCList &func_consts={}, const std::vector< MTL::Function * > &linked_functions={})mlx::core::metal::Device
get_kernel(const std::string &base_name, const std::string &lib_name="mlx", const std::string &hash_name="", const MTLFCList &func_consts={}, const std::vector< MTL::Function * > &linked_functions={})mlx::core::metal::Device
get_library(const std::string &name, const std::function< std::string(void)> &builder)mlx::core::metal::Device
increment_command_buffer_ops(int index)mlx::core::metal::Device
mtl_device()mlx::core::metal::Deviceinline
new_queue(int index)mlx::core::metal::Device
operator=(const Device &)=deletemlx::core::metal::Device
register_library(const std::string &lib_name, const std::string &lib_path)mlx::core::metal::Device
register_library(const std::string &lib_name)mlx::core::metal::Deviceinline
set_residency_set(const MTL::ResidencySet *residency_set)mlx::core::metal::Device
~Device()mlx::core::metal::Device
diff --git a/docs/build/html/classmlx_1_1core_1_1metal_1_1_device.html b/docs/build/html/classmlx_1_1core_1_1metal_1_1_device.html index 2e72b939e..58ff555bf 100644 --- a/docs/build/html/classmlx_1_1core_1_1metal_1_1_device.html +++ b/docs/build/html/classmlx_1_1core_1_1metal_1_1_device.html @@ -109,6 +109,8 @@ Public Member Functions   MTL::Device * mtl_device ()   +const std::string & get_architecture () +  void new_queue (int index)   MTL::CommandBuffer * get_command_buffer (int index) @@ -294,6 +296,31 @@ Public Member Functions
+
+ + +

◆ get_architecture()

+ +
+
+ + + + + +
+ + + + + + + +
const std::string & mlx::core::metal::Device::get_architecture ()
+ 		+inline
+
+
diff --git a/docs/build/html/cpp/ops.html b/docs/build/html/cpp/ops.html index 5e441ff91..ef6823a24 100644 --- a/docs/build/html/cpp/ops.html +++ b/docs/build/html/cpp/ops.html @@ -8,7 +8,7 @@ - Operations — MLX 0.19.1 documentation + Operations — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/dev/custom_metal_kernels.html b/docs/build/html/dev/custom_metal_kernels.html index d48cd55e1..a0cf1f925 100644 --- a/docs/build/html/dev/custom_metal_kernels.html +++ b/docs/build/html/dev/custom_metal_kernels.html @@ -8,7 +8,7 @@ - Custom Metal Kernels — MLX 0.19.1 documentation + Custom Metal Kernels — MLX 0.19.2 documentation @@ -39,17 +39,18 @@ - + + - + @@ -128,8 +129,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/dev/extensions.html b/docs/build/html/dev/extensions.html index 3025d0fe0..211216e6d 100644 --- a/docs/build/html/dev/extensions.html +++ b/docs/build/html/dev/extensions.html @@ -8,7 +8,7 @@ - Custom Extensions in MLX — MLX 0.19.1 documentation + Custom Extensions in MLX — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/dev/metal_debugger.html b/docs/build/html/dev/metal_debugger.html index 1940d4641..fe5f8fc0d 100644 --- a/docs/build/html/dev/metal_debugger.html +++ b/docs/build/html/dev/metal_debugger.html @@ -8,7 +8,7 @@ - Metal Debugger — MLX 0.19.1 documentation + Metal Debugger — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.html b/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.html new file mode 100644 index 000000000..b300de4aa --- /dev/null +++ b/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.html @@ -0,0 +1,109 @@ + + + + + + + +MLX: mlx/backend/metal/kernels/steel/utils Directory Reference + + + + + + + + + + + + + +
+
+ + + + + + +
+
MLX +
+
+
+ + + + + + + + + + +
+
+ + +
+
+
+
+
+
Loading...
+
Searching...
+
No Matches
+
+
+
+
+ + +
+
+
+
utils Directory Reference
+
+
+ + + + + + +

+Files

 integral_constant.h
 
 type_traits.h
 
+
+ +
+Generated by doxygen 1.12.0 +
+
+ + diff --git a/docs/build/html/dir_76215a6c54e2b67053e723fc2395583c.html b/docs/build/html/dir_76215a6c54e2b67053e723fc2395583c.html index 95fa6b6b0..a10d315e1 100644 --- a/docs/build/html/dir_76215a6c54e2b67053e723fc2395583c.html +++ b/docs/build/html/dir_76215a6c54e2b67053e723fc2395583c.html @@ -98,6 +98,8 @@ Directories    gemm   + utils +  diff --git a/docs/build/html/doxygen_crawl.html b/docs/build/html/doxygen_crawl.html index eda86b8ad..d4fc5d84c 100644 --- a/docs/build/html/doxygen_crawl.html +++ b/docs/build/html/doxygen_crawl.html @@ -80,6 +80,8 @@ + + @@ -209,6 +211,8 @@ + + @@ -486,6 +490,19 @@ + + + + + + + + + + + + + @@ -934,6 +951,9 @@ + + + @@ -980,7 +1000,15 @@ + + + + + + + + @@ -1070,6 +1098,7 @@ + @@ -1141,6 +1170,9 @@ + + + @@ -1231,6 +1263,8 @@ + + @@ -3210,6 +3244,7 @@ + @@ -3453,6 +3488,7 @@ + @@ -4228,6 +4264,27 @@ + + + + + + + + + + + + + + + + + + + + + @@ -4419,6 +4476,7 @@ + @@ -4481,6 +4539,7 @@ + @@ -4530,6 +4589,7 @@ + @@ -5416,6 +5476,26 @@ + + + + + + + + + + + + + + + + + + + + @@ -5962,8 +6042,7 @@ - - + @@ -6178,6 +6257,7 @@ + @@ -6513,6 +6593,19 @@ + + + + + + + + + + + + + @@ -6868,6 +6961,22 @@ + + + + + + + + + + + + + + + + @@ -6886,34 +6995,34 @@ + + - - + + + - + - - + - - + - - + - + + - @@ -7165,6 +7274,34 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -7178,6 +7315,13 @@ + + + + + + + @@ -7268,6 +7412,9 @@ + + + diff --git a/docs/build/html/examples/linear_regression.html b/docs/build/html/examples/linear_regression.html index 0db11d18b..96b3153bd 100644 --- a/docs/build/html/examples/linear_regression.html +++ b/docs/build/html/examples/linear_regression.html @@ -8,7 +8,7 @@ - Linear Regression — MLX 0.19.1 documentation + Linear Regression — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/examples/llama-inference.html b/docs/build/html/examples/llama-inference.html index 621c5b77a..987e9aac4 100644 --- a/docs/build/html/examples/llama-inference.html +++ b/docs/build/html/examples/llama-inference.html @@ -8,7 +8,7 @@ - LLM inference — MLX 0.19.1 documentation + LLM inference — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/examples/mlp.html b/docs/build/html/examples/mlp.html index 05f12a292..4c82fbbd3 100644 --- a/docs/build/html/examples/mlp.html +++ b/docs/build/html/examples/mlp.html @@ -8,7 +8,7 @@ - Multi-Layer Perceptron — MLX 0.19.1 documentation + Multi-Layer Perceptron — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/files.html b/docs/build/html/files.html index 089649e01..70a9ad5cc 100644 --- a/docs/build/html/files.html +++ b/docs/build/html/files.html @@ -153,8 +153,11 @@ $(function(){ initResizable(false); }); - - + + + + + diff --git a/docs/build/html/functions_a.html b/docs/build/html/functions_a.html index 82b91a4ce..32ebacc4d 100644 --- a/docs/build/html/functions_a.html +++ b/docs/build/html/functions_a.html @@ -88,6 +88,8 @@ $(function(){ initResizable(false); });

- a -

diff --git a/docs/build/html/functions_type.html b/docs/build/html/functions_type.html index 1a247c7f0..a8136f01f 100644 --- a/docs/build/html/functions_type.html +++ b/docs/build/html/functions_type.html @@ -84,21 +84,68 @@ $(function(){ initResizable(false); });
-
Here is a list of all typedefs with links to the classes they belong to:
diff --git a/docs/build/html/functions_v.html b/docs/build/html/functions_v.html index 6cd4eca1b..44ca8b803 100644 --- a/docs/build/html/functions_v.html +++ b/docs/build/html/functions_v.html @@ -90,10 +90,11 @@ $(function(){ initResizable(false); });
  • v : mlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >::ReadVector
  • Val : mlx::core::Dtype
  • val() : mlx::core::Dtype, mlx_atomic< T, typename >, mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >, pocketfft::detail::VLEN< T >
    • +
  • val_frags : mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
  • val_t : KernelMergeSort< T, U, ARG_SORT, BLOCK_THREADS, N_PER_THREAD, CompareOp >
  • valid() : mlx::core::Event
    • -
  • value() : mlx::core::Event
    • -
  • value_type : mlx::core::array::ArrayIterator, pocketfft::detail::threading::aligned_allocator< T >
    • +
  • value() : mlx::core::Event, mlx::steel::integral_constant< T, v >
    • +
  • value_type : mlx::core::array::ArrayIterator, mlx::steel::integral_constant< T, v >, pocketfft::detail::threading::aligned_allocator< T >
  • vec_size : mlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >, mlx::steel::ChannelHelper< n_channels_ >, mlx::steel::ChannelHelper< 1 >, mlx::steel::ChannelHelper< 2 >, mlx::steel::ChannelHelper< 3 >, mlx::steel::ChannelHelper< 4 >, mlx::steel::Conv2DInputBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderLargeFilter< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderSmallFilter< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DWeightBlockLoader< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DWeightBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DWeightBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
  • View() : mlx::core::View
  • vjp() : mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::Depends, mlx::core::distributed::AllGather, mlx::core::distributed::AllReduce, mlx::core::Divide, mlx::core::DivMod, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::fast::Custom, mlx::core::fast::LayerNorm, mlx::core::fast::RMSNorm, mlx::core::fast::RoPE, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::Primitive, mlx::core::QuantizedMatmul, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose
    • diff --git a/docs/build/html/functions_vars.html b/docs/build/html/functions_vars.html index 2c24e4377..9be45cb9f 100644 --- a/docs/build/html/functions_vars.html +++ b/docs/build/html/functions_vars.html @@ -88,13 +88,15 @@ $(function(){ initResizable(false); });

    - a -

    diff --git a/docs/build/html/functions_vars_b.html b/docs/build/html/functions_vars_b.html index ac1e40cdc..6880a2f55 100644 --- a/docs/build/html/functions_vars_b.html +++ b/docs/build/html/functions_vars_b.html @@ -88,6 +88,8 @@ $(function(){ initResizable(false); });

    - b -

    diff --git a/docs/build/html/functions_vars_j.html b/docs/build/html/functions_vars_j.html index ee1590dec..6f4261ee1 100644 --- a/docs/build/html/functions_vars_j.html +++ b/docs/build/html/functions_vars_j.html @@ -87,8 +87,6 @@ $(function(){ initResizable(false); });
    Here is a list of all variables with links to the classes they belong to:

    - j -

    diff --git a/docs/build/html/functions_vars_k.html b/docs/build/html/functions_vars_k.html index 95273fb34..4b708b4da 100644 --- a/docs/build/html/functions_vars_k.html +++ b/docs/build/html/functions_vars_k.html @@ -88,7 +88,19 @@ $(function(){ initResizable(false); });

    - k -

    diff --git a/docs/build/html/functions_vars_r.html b/docs/build/html/functions_vars_r.html index a081e1c92..436c03512 100644 --- a/docs/build/html/functions_vars_r.html +++ b/docs/build/html/functions_vars_r.html @@ -94,8 +94,7 @@ $(function(){ initResizable(false); });
  • read_iw : mlx::steel::Conv2DInputBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderLargeFilter< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
  • read_n : mlx::steel::Conv2DInputBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderLargeFilter< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >, mlx::steel::Conv2DWeightBlockLoader< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DWeightBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
  • real : complex64_t
    • -
  • results : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    • -
  • row_contiguous : mlx::core::array::Flags
    • +
  • row_contiguous : Indices< IdxT, NIDX >, mlx::core::array::Flags
    • diff --git a/docs/build/html/functions_vars_s.html b/docs/build/html/functions_vars_s.html index 5f7fa12f0..7a93664b4 100644 --- a/docs/build/html/functions_vars_s.html +++ b/docs/build/html/functions_vars_s.html @@ -92,8 +92,6 @@ $(function(){ initResizable(false); });
  • shape : mlx::core::fast::CustomKernelShapeInfo, mlx::core::ReductionPlan
  • shapes : Indices< IdxT, NIDX >
  • shp : pocketfft::detail::arr_info
    • -
  • simd_stride_a : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    • -
  • simd_stride_b : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
  • sm : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
  • sn : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
  • split_k_partition_size : mlx::steel::GEMMSpiltKParams
    • diff --git a/docs/build/html/functions_vars_t.html b/docs/build/html/functions_vars_t.html index 5d151eede..27dcdda3d 100644 --- a/docs/build/html/functions_vars_t.html +++ b/docs/build/html/functions_vars_t.html @@ -106,10 +106,8 @@ $(function(){ initResizable(false); });
  • tiles_m : mlx::steel::GEMMParams, mlx::steel::GEMMSpiltKParams, mlx::steel::ImplicitGemmConv2DParams, MLXFastAttentionParams
  • tiles_n : mlx::steel::GEMMParams, mlx::steel::GEMMSpiltKParams, mlx::steel::ImplicitGemmConv2DParams, MLXFastAttentionParams
  • TM : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    • -
  • tm : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
  • TM_stride : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
  • TN : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    • -
  • tn : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
  • TN_stride : mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
  • TROWS : mlx::steel::Conv2DInputBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderLargeFilter< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >, mlx::steel::Conv2DInputBlockLoaderSmallFilter< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DWeightBlockLoader< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DWeightBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >, mlx::steel::Conv2DWeightBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
  • type : mlx::core::Device, mlx::core::ReductionPlan, pocketfft::detail::ExecDcst
    • diff --git a/docs/build/html/functions_vars_v.html b/docs/build/html/functions_vars_v.html index c8eacd446..d5f537663 100644 --- a/docs/build/html/functions_vars_v.html +++ b/docs/build/html/functions_vars_v.html @@ -89,6 +89,8 @@ $(function(){ initResizable(false); });

    - v -

    diff --git a/docs/build/html/gather_8h_source.html b/docs/build/html/gather_8h_source.html index 44e1203b0..b172497cd 100644 --- a/docs/build/html/gather_8h_source.html +++ b/docs/build/html/gather_8h_source.html @@ -119,33 +119,35 @@ $(function(){ initResizable(false); });
    25 idx_loc = index.x * indices.strides[indices.ndim * i];
    26 } else {
    27 idx_loc = index.x * indices.strides[indices.ndim * i];
    -
    28 idx_loc += elem_to_loc(
    -
    29 index.y,
    -
    30 &indices.shapes[indices.ndim * i + 1],
    -
    31 &indices.strides[indices.ndim * i + 1],
    -
    32 indices.ndim - 1);
    -
    33 }
    -
    34 auto ax = axes[i];
    -
    35 auto idx_val = offset_neg_idx(indices.buffers[i][idx_loc], src_shape[ax]);
    -
    36 src_idx += idx_val * src_strides[ax];
    -
    37 }
    -
    38
    -
    39 auto src_offset = elem_to_loc(index.z, slice_sizes, src_strides, src_ndim);
    +
    28 idx_loc += indices.row_contiguous[i]
    +
    29 ? index.y
    +
    30 : elem_to_loc(
    +
    31 index.y,
    +
    32 &indices.shapes[indices.ndim * i + 1],
    +
    33 &indices.strides[indices.ndim * i + 1],
    +
    34 indices.ndim - 1);
    +
    35 }
    +
    36 auto ax = axes[i];
    +
    37 auto idx_val = offset_neg_idx(indices.buffers[i][idx_loc], src_shape[ax]);
    +
    38 src_idx += idx_val * src_strides[ax];
    +
    39 }
    40
    -
    41 size_t out_idx = index.z;
    -
    42 if (IDX_NDIM == 1) {
    -
    43 out_idx += static_cast<size_t>(grid_dim.z) * index.x;
    -
    44 } else if (IDX_NDIM >= 2) {
    -
    45 out_idx +=
    -
    46 grid_dim.z * (index.x * static_cast<size_t>(grid_dim.y) + index.y);
    -
    47 }
    -
    48 out[out_idx] = src[src_offset + src_idx];
    -
    49}
    +
    41 auto src_offset = elem_to_loc(index.z, slice_sizes, src_strides, src_ndim);
    +
    42
    +
    43 size_t out_idx = index.z;
    +
    44 if (IDX_NDIM == 1) {
    +
    45 out_idx += static_cast<size_t>(grid_dim.z) * index.x;
    +
    46 } else if (IDX_NDIM >= 2) {
    +
    47 out_idx +=
    +
    48 grid_dim.z * (index.x * static_cast<size_t>(grid_dim.y) + index.y);
    +
    49 }
    +
    50 out[out_idx] = src[src_offset + src_idx];
    +
    51}
    elem_to_loc
    METAL_FUNC stride_t elem_to_loc(uint elem, constant const int *shape, constant const stride_t *strides, int ndim)
    Definition utils.h:87
    gather_impl
    METAL_FUNC void gather_impl(const device T *src, device T *out, const constant int *src_shape, const constant size_t *src_strides, const constant size_t &src_ndim, const constant int *slice_sizes, const constant int *axes, const thread Indices< IdxT, NIDX > &indices, uint3 index, uint3 grid_dim)
    Definition gather.h:8
    -
    offset_neg_idx
    METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size)
    Definition indexing.h:16
    +
    offset_neg_idx
    METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size)
    Definition indexing.h:17
    Indices
    Definition indexing.h:8
    diff --git a/docs/build/html/gemm_8h_source.html b/docs/build/html/gemm_8h_source.html index 705f4b756..85e04f0a2 100644 --- a/docs/build/html/gemm_8h_source.html +++ b/docs/build/html/gemm_8h_source.html @@ -399,7 +399,7 @@ $(function(){ initResizable(false); });
    STEEL_CONST
    #define STEEL_CONST
    Definition defines.h:3
    mlx::steel::AccumHelper::accum_type
    float accum_type
    Definition transforms.h:57
    mlx::steel::BlockLoader
    Definition loader.h:25
    -
    mlx::steel::BlockMMA
    Definition mma.h:35
    +
    mlx::steel::BlockMMA
    Definition mma.h:377
    mlx::steel::GEMMKernel
    Definition gemm.h:37
    mlx::steel::GEMMKernel::run
    static METAL_FUNC void run(const device T *A, const device T *B, device U *D, const constant GEMMParams *params, threadgroup T *As, threadgroup T *Bs, uint simd_lane_id, uint simd_group_id, uint3 tid, uint3 lid)
    Definition gemm.h:140
    mlx::steel::GEMMKernel::tgp_mem_size_b
    STEEL_CONST short tgp_mem_size_b
    Definition gemm.h:42
    diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html index 8e0898744..c6c192e00 100644 --- a/docs/build/html/genindex.html +++ b/docs/build/html/genindex.html @@ -7,7 +7,7 @@ - Index — MLX 0.19.1 documentation + Index — MLX 0.19.2 documentation @@ -38,16 +38,17 @@ - + + - + @@ -128,8 +129,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/globals_defs.html b/docs/build/html/globals_defs.html index c1ec9b642..d88838865 100644 --- a/docs/build/html/globals_defs.html +++ b/docs/build/html/globals_defs.html @@ -152,6 +152,7 @@ $(function(){ initResizable(false); });
  • instantiate_metal_math_funcs : bf16_math.h
  • instantiate_metal_simd_comm_funcs : bf16_math.h
  • instantiate_metal_simd_reduction_funcs : bf16_math.h
    • +
  • integral_const_binop : integral_constant.h
    • diff --git a/docs/build/html/globals_func_s.html b/docs/build/html/globals_func_s.html index 82716defd..d8ecab0f0 100644 --- a/docs/build/html/globals_func_s.html +++ b/docs/build/html/globals_func_s.html @@ -87,8 +87,7 @@ $(function(){ initResizable(false); });
    Here is a list of all functions with links to the files they belong to:

    - s -

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    Files

     Cmlx::core::array
     Cmlx::core::array::ArrayIterator
     C_MLX_BFloat16::bits_to_bfloat_struct
     CBitwiseAnd
     Cmlx::core::detail::BitwiseAnd
     CBitwiseOr
     Cmlx::core::detail::BitwiseOr
     CBitwiseXor
     Cmlx::core::detail::BitwiseXor
     Cmlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >
     CBlockMergeSort< val_t, idx_t, ARG_SORT, BLOCK_THREADS, N_PER_THREAD, CompareOp >
     Cmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
     Cmlx::steel::BlockSwizzle
     Cbool4_or_uint
     Cmlx::core::allocator::Buffer
     CCeil
     Cmlx::core::detail::Ceil
     Cpocketfft::detail::cfftp< T0 >
     Cmlx::steel::ChannelHelper< n_channels_ >
     Cmlx::steel::ChannelHelper< 1 >
     Cmlx::steel::ChannelHelper< 2 >
     Cmlx::steel::ChannelHelper< 3 >
     Cmlx::steel::ChannelHelper< 4 >
     Cpocketfft::detail::cmplx< T >
     Cpocketfft::detail::cmplx< T0 >
     Cpocketfft::detail::cmplx< Thigh >
     Cmlx::core::metal::CommandEncoder
     ►Cstd::complex
     Ccomplex64_t
     Cpocketfft::detail::threading::concurrent_queue< T >
     Cpocketfft::detail::threading::concurrent_queue< std::function< void()> >
     Cmlx::core::metal::CommandEncoder::ConcurrentContext
     CConjugate
     Cmlx::core::detail::Conjugate
     Cmlx::core::ContiguousIterator< StrideT >
     Cmlx::steel::Conv2DGeneralBaseInfo
     Cmlx::steel::Conv2DGeneralJumpParams
     Cmlx::steel::Conv2DInputBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DInputBlockLoaderLargeFilter< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DInputBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
     Cmlx::steel::Conv2DInputBlockLoaderSmallFilter< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DWeightBlockLoader< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DWeightBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DWeightBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
     CCos
     Cmlx::core::detail::Cos
     CCosh
     Cmlx::core::detail::Cosh
     CCumMax< U >
     CCumMin< U >
     CCumProd< U >
     CCumProd< bool >
     CCumSum< U >
     Cmlx::core::fast::CustomKernelShapeInfo
     Cmlx::core::array::Data
     Cmlx::core::DefaultContiguousReduce< T, U, Op >
     Cmlx::core::DefaultStridedReduce< T, U, Op >
     Cmlx::core::Device
     Cmlx::core::metal::Device
     Cmlx::core::metal::DeviceStream
     CDivide
     Cmlx::core::detail::Divide
     CDivMod
     Cmlx::core::Dtype
     CEqual
     Cmlx::core::detail::Equal
     CErf
     Cmlx::core::detail::Erf
     CErfInv
     Cmlx::core::detail::ErfInv
     Cmlx::core::Event
     Cpocketfft::detail::ExecC2C
     Cpocketfft::detail::ExecDcst
     Cpocketfft::detail::ExecHartley
     Cpocketfft::detail::ExecR2R
     CExp
     Cmlx::core::detail::Exp
     CExpm1
     Cmlx::core::detail::Expm1
     Cmlx::core::metal::Fence
     Cpocketfft::detail::fftblue< T0 >
     Cmlx::core::array::Flags
     CFloor
     Cmlx::core::detail::Floor
     CFloorDivide
     Cmlx::steel::GEMMAddMMParams
     Cmlx::steel::GEMMKernel< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, MN_aligned, K_aligned, AccumType, Epilogue >
     Cmlx::steel::GEMMParams
     Cmlx::steel::GEMMSpiltKParams
     CGEMVKernel< T, out_mask_t, op_mask_t, BM, BN, SM, SN, TM, TN >
     CGEMVTKernel< T, out_mask_t, op_mask_t, BM, BN, SM, SN, TM, TN >Vector matrix multiplication
     CGreater
     Cmlx::core::detail::Greater
     CGreaterEqual
     Cmlx::core::detail::GreaterEqual
     Cmlx::core::distributed::GroupA distributed::Group represents a group of independent mlx processes that can communicate
     CImag
     Cmlx::core::detail::Imag
     Cmlx::steel::ImplicitGemmConv2DParams
     CIndices< IdxT, NIDX >
     Cmlx::core::detail::IntOrFloat
     Cmlx::core::detail::InTracing
     CKernelMergeSort< T, U, ARG_SORT, BLOCK_THREADS, N_PER_THREAD, CompareOp >
     CKernelMultiBlockMergeSort< val_t, idx_t, ARG_SORT, BLOCK_THREADS, N_PER_THREAD, CompareOp >
     Cmlx::core::random::KeySequence
     Cpocketfft::detail::threading::latch
     CLeftShift
     Cmlx::core::detail::LeftShift
     CLess
     Cmlx::core::detail::Less
     CLessEqual
     Cmlx::core::detail::LessEqual
     CLessThan< T >
     CLimits< U >
     CLimits< bfloat16_t >
     CLimits< bool >
     CLimits< complex64_t >
     CLimits< float >
     CLimits< half >
     CLimits< int16_t >
     CLimits< int32_t >
     CLimits< int64_t >
     CLimits< int8_t >
     CLimits< uint16_t >
     CLimits< uint32_t >
     CLimits< uint64_t >
     CLimits< uint8_t >
     CLog
     Cmlx::core::detail::Log
     CLog10
     Cmlx::core::detail::Log10
     CLog1p
     Cmlx::core::detail::Log1p
     CLog2
     Cmlx::core::detail::Log2
     CLogAddExp
     Cmlx::core::detail::LogAddExp
     CLogicalAnd
     Cmlx::core::detail::LogicalAnd
     CLogicalNot
     Cmlx::core::detail::LogicalNot
     CLogicalOr
     Cmlx::core::detail::LogicalOr
     Cmlx::steel::LoopAlignment< M_aligned, N_aligned, K_aligned >
     Clooped_elem_to_loc< dim, offset_t >
     Clooped_elem_to_loc< 0, offset_t >
     Clooped_elem_to_loc< 1, offset_t >
     CMax< U >
     CMaximum
     Cmlx::core::detail::Maximum
     CMin< U >
     CMinimum
     Cmlx::core::detail::Minimum
     Cmlx_atomic< T, typename >
     Cmlx_atomic< T, enable_if_t< is_metal_atomic< T > > >
     CMLXConvParams< NDIM >
     CMLXConvParams< 2 >
     CMLXFastAttentionParams
     CMLXScaledDotProductAttentionParams
     Cpocketfft::detail::multi_iter< N >
     Cmlx::core::detail::Multiply
     CMultiply
     Cmlx::core::detail::NaNEqual
     CNaNEqual
     Cmlx::core::detail::Negative
     CNegative
     Cmlx::core::NodeNamer
     CNone
     Cmlx::core::detail::NotEqual
     CNotEqual
     COr< U >
     Cpocketfft::detail::pocketfft_c< T0 >
     Cpocketfft::detail::pocketfft_r< T0 >
     Cmlx::core::detail::Power
     CPower
     ►Cmlx::core::Primitive
     Cmlx::core::PrintFormatter
     CProd< U >
     CQuantizedBlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, group_size, bits >
     ►Cmlx::core::io::Reader
     Cmlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >::ReadVector
     CReadWriter< in_T, out_T, step, four_step_real >
     Cmlx::core::detail::Real
     CReal
     Cmlx::core::ReductionPlan
     Cmlx::core::detail::Remainder
     CRemainder
     Cmlx::core::metal::ResidencySet
     Cmlx::core::detail::RetainGraph
     Cpocketfft::detail::rev_iter
     Cpocketfft::detail::rfftp< T0 >
     Cmlx::core::detail::RightShift
     CRightShift
     Cmlx::core::detail::Round
     CRound
     Cmlx::core::detail::Rsqrt
     CRsqrt
     CScaleOp< OutT, InT >
     Cmlx::core::scheduler::Scheduler
     Cmlx::core::detail::Select
     CSelect
     Cmlx::core::detail::Sigmoid
     CSigmoid
     Cmlx::core::detail::Sign
     CSign
     Cpocketfft::detail::simple_iter
     Cmlx::core::detail::Sin
     CSin
     Cpocketfft::detail::sincos_2pibyn< T >
     Cmlx::core::detail::Sinh
     CSinh
     Cmlx::core::detail::Sqrt
     CSqrt
     Cmlx::core::detail::Square
     CSquare
     Cmlx::core::Stream
     Cmlx::core::StreamContext
     Cmlx::core::scheduler::StreamThread
     Cmlx::core::detail::Subtract
     CSubtract
     CSum< U >
     Cpocketfft::detail::T_dcst23< T0 >
     Cpocketfft::detail::T_dcst4< T0 >
     Cpocketfft::detail::T_dct1< T0 >
     Cpocketfft::detail::T_dst1< T0 >
     Cmlx::core::detail::Tan
     CTan
     Cmlx::core::detail::Tanh
     CTanh
     Cpocketfft::detail::threading::thread_pool
     CThreadPool
     CThreadSort< val_t, idx_t, ARG_SORT, N_PER_THREAD, CompareOp >
     Cmlx::steel::TransformAdd< OutT, InT >
     Cmlx::steel::TransformAxpby< OutT, InT >
     Cmlx::steel::TransformNone< OutT, InT >
     Cmlx::core::TypeToDtype< T >
     Cpocketfft::detail::util
     Cpocketfft::detail::VLEN< T >
     Cpocketfft::detail::VTYPE< T >
     ►Cmlx::core::io::Writer
     Cmlx::steel::BaseMMAFrag< T, kFragRows_, kFragCols_ >
     Cmlx::steel::BaseMMAFrag< T, 8, 8 >
     C_MLX_BFloat16::bits_to_bfloat_struct
     CBitwiseAnd
     Cmlx::core::detail::BitwiseAnd
     CBitwiseOr
     Cmlx::core::detail::BitwiseOr
     CBitwiseXor
     Cmlx::core::detail::BitwiseXor
     Cmlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >
     CBlockMergeSort< val_t, idx_t, ARG_SORT, BLOCK_THREADS, N_PER_THREAD, CompareOp >
     Cmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
     Cmlx::steel::BlockSwizzle
     Cbool4_or_uint
     ►Cmetal::bool_constant
     Cmlx::core::allocator::Buffer
     CCeil
     Cmlx::core::detail::Ceil
     Cpocketfft::detail::cfftp< T0 >
     Cmlx::steel::ChannelHelper< n_channels_ >
     Cmlx::steel::ChannelHelper< 1 >
     Cmlx::steel::ChannelHelper< 2 >
     Cmlx::steel::ChannelHelper< 3 >
     Cmlx::steel::ChannelHelper< 4 >
     Cpocketfft::detail::cmplx< T >
     Cpocketfft::detail::cmplx< T0 >
     Cpocketfft::detail::cmplx< Thigh >
     Cmlx::core::metal::CommandEncoder
     ►Cstd::complex
     Ccomplex64_t
     Cpocketfft::detail::threading::concurrent_queue< T >
     Cpocketfft::detail::threading::concurrent_queue< std::function< void()> >
     Cmlx::core::metal::CommandEncoder::ConcurrentContext
     CConjugate
     Cmlx::core::detail::Conjugate
     Cmlx::core::ContiguousIterator< StrideT >
     Cmlx::steel::Conv2DGeneralBaseInfo
     Cmlx::steel::Conv2DGeneralJumpParams
     Cmlx::steel::Conv2DInputBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DInputBlockLoaderLargeFilter< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DInputBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
     Cmlx::steel::Conv2DInputBlockLoaderSmallFilter< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DWeightBlockLoader< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DWeightBlockLoaderGeneral< T, BM, BN, BK, tgp_size, tgp_padding >
     Cmlx::steel::Conv2DWeightBlockLoaderSmallChannels< T, BM, BN, BK, tgp_size, n_channels, tgp_padding >
     CCos
     Cmlx::core::detail::Cos
     CCosh
     Cmlx::core::detail::Cosh
     CCumMax< U >
     CCumMin< U >
     CCumProd< U >
     CCumProd< bool >
     CCumSum< U >
     Cmlx::core::fast::CustomKernelShapeInfo
     Cmlx::core::array::Data
     Cmlx::core::DefaultContiguousReduce< T, U, Op >
     Cmlx::core::DefaultStridedReduce< T, U, Op >
     Cmlx::core::Device
     Cmlx::core::metal::Device
     Cmlx::core::metal::DeviceStream
     CDivide
     Cmlx::core::detail::Divide
     CDivMod
     Cmlx::core::Dtype
     CEqual
     Cmlx::core::detail::Equal
     CErf
     Cmlx::core::detail::Erf
     CErfInv
     Cmlx::core::detail::ErfInv
     Cmlx::core::Event
     Cpocketfft::detail::ExecC2C
     Cpocketfft::detail::ExecDcst
     Cpocketfft::detail::ExecHartley
     Cpocketfft::detail::ExecR2R
     CExp
     Cmlx::core::detail::Exp
     CExpm1
     Cmlx::core::detail::Expm1
     Cmlx::core::metal::Fence
     Cpocketfft::detail::fftblue< T0 >
     Cmlx::core::array::Flags
     CFloor
     Cmlx::core::detail::Floor
     CFloorDivide
     Cmlx::steel::GEMMAddMMParams
     Cmlx::steel::GEMMKernel< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, MN_aligned, K_aligned, AccumType, Epilogue >
     Cmlx::steel::GEMMParams
     Cmlx::steel::GEMMSpiltKParams
     CGEMVKernel< T, out_mask_t, op_mask_t, BM, BN, SM, SN, TM, TN >
     CGEMVTKernel< T, out_mask_t, op_mask_t, BM, BN, SM, SN, TM, TN >Vector matrix multiplication
     CGreater
     Cmlx::core::detail::Greater
     CGreaterEqual
     Cmlx::core::detail::GreaterEqual
     Cmlx::core::distributed::GroupA distributed::Group represents a group of independent mlx processes that can communicate
     CImag
     Cmlx::core::detail::Imag
     Cmlx::steel::ImplicitGemmConv2DParams
     CIndices< IdxT, NIDX >
     ►Cmlx::steel::integral_constant< T, v >
     Cmlx::core::detail::IntOrFloat
     Cmlx::core::detail::InTracing
     CKernelMergeSort< T, U, ARG_SORT, BLOCK_THREADS, N_PER_THREAD, CompareOp >
     CKernelMultiBlockMergeSort< val_t, idx_t, ARG_SORT, BLOCK_THREADS, N_PER_THREAD, CompareOp >
     Cmlx::core::random::KeySequence
     Cpocketfft::detail::threading::latch
     CLeftShift
     Cmlx::core::detail::LeftShift
     CLess
     Cmlx::core::detail::Less
     CLessEqual
     Cmlx::core::detail::LessEqual
     CLessThan< T >
     CLimits< U >
     CLimits< bfloat16_t >
     CLimits< bool >
     CLimits< complex64_t >
     CLimits< float >
     CLimits< half >
     CLimits< int16_t >
     CLimits< int32_t >
     CLimits< int64_t >
     CLimits< int8_t >
     CLimits< uint16_t >
     CLimits< uint32_t >
     CLimits< uint64_t >
     CLimits< uint8_t >
     CLog
     Cmlx::core::detail::Log
     CLog10
     Cmlx::core::detail::Log10
     CLog1p
     Cmlx::core::detail::Log1p
     CLog2
     Cmlx::core::detail::Log2
     CLogAddExp
     Cmlx::core::detail::LogAddExp
     CLogicalAnd
     Cmlx::core::detail::LogicalAnd
     CLogicalNot
     Cmlx::core::detail::LogicalNot
     CLogicalOr
     Cmlx::core::detail::LogicalOr
     Cmlx::steel::LoopAlignment< M_aligned, N_aligned, K_aligned >
     Clooped_elem_to_loc< dim, offset_t >
     Clooped_elem_to_loc< 0, offset_t >
     Clooped_elem_to_loc< 1, offset_t >
     Cmetal::make_void< Ts >
     CMax< U >
     CMaximum
     Cmlx::core::detail::Maximum
     CMin< U >
     CMinimum
     Cmlx::core::detail::Minimum
     Cmlx_atomic< T, typename >
     Cmlx_atomic< T, enable_if_t< is_metal_atomic< T > > >
     CMLXConvParams< NDIM >
     CMLXConvParams< 2 >
     CMLXFastAttentionParams
     CMLXScaledDotProductAttentionParams
     Cmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
     Cmlx::steel::MMATile< float, 1, TN, mlx::steel::BaseMMAFrag >
     Cmlx::steel::MMATile< float, TM, 1, mlx::steel::BaseMMAFrag >
     Cmlx::steel::MMATile< float, TM, TN, mlx::steel::BaseMMAFrag >
     Cpocketfft::detail::multi_iter< N >
     Cmlx::core::detail::Multiply
     CMultiply
     Cmlx::core::detail::NaNEqual
     CNaNEqual
     Cmlx::core::detail::Negative
     CNegative
     Cmlx::core::NodeNamer
     CNone
     Cmlx::core::detail::NotEqual
     CNotEqual
     COr< U >
     Cpocketfft::detail::pocketfft_c< T0 >
     Cpocketfft::detail::pocketfft_r< T0 >
     Cmetal::pointer_element< T >
     Cmetal::pointer_element< constant T * >
     Cmetal::pointer_element< device T * >
     Cmetal::pointer_element< thread T * >
     Cmetal::pointer_element< threadgroup T * >
     Cmlx::core::detail::Power
     CPower
     ►Cmlx::core::Primitive
     Cmlx::core::PrintFormatter
     CProd< U >
     CQuantizedBlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, group_size, bits >
     ►Cmlx::core::io::Reader
     Cmlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >::ReadVector
     CReadWriter< in_T, out_T, step, four_step_real >
     Cmlx::core::detail::Real
     CReal
     Cmlx::core::ReductionPlan
     Cmlx::core::detail::Remainder
     CRemainder
     Cmlx::core::metal::ResidencySet
     Cmlx::core::detail::RetainGraph
     Cpocketfft::detail::rev_iter
     Cpocketfft::detail::rfftp< T0 >
     Cmlx::core::detail::RightShift
     CRightShift
     Cmlx::core::detail::Round
     CRound
     Cmlx::core::detail::Rsqrt
     CRsqrt
     CScaleOp< OutT, InT >
     Cmlx::core::scheduler::Scheduler
     Cmlx::core::detail::Select
     CSelect
     Cmlx::core::detail::Sigmoid
     CSigmoid
     Cmlx::core::detail::Sign
     CSign
     Cpocketfft::detail::simple_iter
     Cmlx::core::detail::Sin
     CSin
     Cpocketfft::detail::sincos_2pibyn< T >
     Cmlx::core::detail::Sinh
     CSinh
     Cmlx::core::detail::Sqrt
     CSqrt
     Cmlx::core::detail::Square
     CSquare
     Cmlx::core::Stream
     Cmlx::core::StreamContext
     Cmlx::core::scheduler::StreamThread
     Cmlx::core::detail::Subtract
     CSubtract
     CSum< U >
     Cpocketfft::detail::T_dcst23< T0 >
     Cpocketfft::detail::T_dcst4< T0 >
     Cpocketfft::detail::T_dct1< T0 >
     Cpocketfft::detail::T_dst1< T0 >
     Cmlx::core::detail::Tan
     CTan
     Cmlx::core::detail::Tanh
     CTanh
     Cpocketfft::detail::threading::thread_pool
     CThreadPool
     CThreadSort< val_t, idx_t, ARG_SORT, N_PER_THREAD, CompareOp >
     Cmlx::steel::TransformAdd< OutT, InT >
     Cmlx::steel::TransformAxpby< OutT, InT >
     Cmlx::steel::TransformNone< OutT, InT >
     Cmlx::core::TypeToDtype< T >
     Cpocketfft::detail::util
     Cpocketfft::detail::VLEN< T >
     Cpocketfft::detail::VTYPE< T >
     ►Cmlx::core::io::Writer
    diff --git a/docs/build/html/index.html b/docs/build/html/index.html index 751206649..e0985df41 100644 --- a/docs/build/html/index.html +++ b/docs/build/html/index.html @@ -8,7 +8,7 @@ - MLX — MLX 0.19.1 documentation + MLX — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -131,8 +132,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/install.html b/docs/build/html/install.html index 46223ce0b..202dffb12 100644 --- a/docs/build/html/install.html +++ b/docs/build/html/install.html @@ -8,7 +8,7 @@ - Build and Install — MLX 0.19.1 documentation + Build and Install — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/integral__constant_8h.html b/docs/build/html/integral__constant_8h.html new file mode 100644 index 000000000..41ccd77c1 --- /dev/null +++ b/docs/build/html/integral__constant_8h.html @@ -0,0 +1,226 @@ + + + + + + + +MLX: mlx/backend/metal/kernels/steel/utils/integral_constant.h File Reference + + + + + + + + + + + + + +
    +
    + + + + + + +
    +
    MLX +
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    +Classes | +Namespaces | +Macros | +Typedefs | +Functions | +Variables
    +
    integral_constant.h File Reference
    +
    +
    +
    #include <metal_stdlib>
    +#include "mlx/backend/metal/kernels/steel/utils/type_traits.h"
    +
    +

    Go to the source code of this file.

    + + + + + + + + +

    +Classes

    struct  mlx::steel::integral_constant< T, v >
     
    struct  mlx::steel::is_integral< T >
     
    struct  mlx::steel::is_integral< integral_constant< T, v > >
     
    + + + + + +

    +Namespaces

    namespace  mlx
     
    namespace  mlx::steel
     
    + + + +

    +Macros

    #define integral_const_binop(__op__, __operator__)
     
    + + + + + + + + + + + +

    +Typedefs

    template<bool B>
    using mlx::steel::bool_constant = integral_constant<bool, B>
     
    using mlx::steel::true_type = bool_constant<true>
     
    using mlx::steel::false_type = bool_constant<false>
     
    template<int val>
    using mlx::steel::Int = integral_constant<int, val>
     
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Functions

    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator+ (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator- (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator* (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator/ (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator== (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator!= (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator< (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator> (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator<= (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator>= (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator&& (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto mlx::steel::operator|| (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T >
    METAL_FUNC constexpr T mlx::steel::sum (T x)
     
    template<typename T , typename... Us>
    METAL_FUNC constexpr auto mlx::steel::sum (T x, Us... us)
     
    + + + + +

    +Variables

    template<typename T >
    constexpr constant bool mlx::steel::is_integral_v = is_integral<T>::value
     
    +

    Macro Definition Documentation

    + +

    ◆ integral_const_binop

    + +
    +
    + + + + + + + + + + + +
    #define integral_const_binop( __op__,
    __operator__ )
    +
    +Value:
    template <typename T, T tv, typename U, U uv> \
    +
    METAL_FUNC constexpr auto __operator__( \
    +
    integral_constant<T, tv>, integral_constant<U, uv>) { \
    +
    constexpr auto res = tv __op__ uv; \
    +
    return integral_constant<decltype(res), res>{}; \
    +
    }
    +
    +
    +
    +
    + +
    +Generated by doxygen 1.12.0 +
    +
    + + diff --git a/docs/build/html/integral__constant_8h_source.html b/docs/build/html/integral__constant_8h_source.html new file mode 100644 index 000000000..d3a23bcc6 --- /dev/null +++ b/docs/build/html/integral__constant_8h_source.html @@ -0,0 +1,212 @@ + + + + + + + +MLX: mlx/backend/metal/kernels/steel/utils/integral_constant.h Source File + + + + + + + + + + + + + +
    +
    + + + + + + +
    +
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    +
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    +
    +
    integral_constant.h
    +
    +
    +Go to the documentation of this file.
    1// Copyright © 2024 Apple Inc.
    +
    2
    +
    3#pragma once
    +
    4
    +
    5#include <metal_stdlib>
    +
    6#include "mlx/backend/metal/kernels/steel/utils/type_traits.h"
    +
    7
    +
    8#pragma METAL internals : enable
    +
    9
    +
    10namespace mlx {
    +
    11namespace steel {
    +
    12
    +
    14// Integral constant with casting
    +
    16
    +
    17template <typename T, T v>
    +
    +
    18struct integral_constant {
    +
    19 static constexpr constant T value = v;
    +
    20 using value_type = T;
    +
    21 using type = integral_constant;
    +
    22
    +
    +
    23 METAL_FUNC constexpr operator value_type() const noexcept {
    +
    24 return value;
    +
    25 }
    +
    +
    26
    +
    27 // METAL_FUNC constexpr value_type operator()() const noexcept {
    +
    28 // return value;
    +
    29 // }
    +
    30};
    +
    +
    31
    +
    32template <bool B>
    +
    33using bool_constant = integral_constant<bool, B>;
    +
    34using true_type = bool_constant<true>;
    +
    35using false_type = bool_constant<false>;
    +
    36
    +
    37template <class T>
    +
    38struct is_integral : bool_constant<metal::is_integral<T>::value> {};
    +
    39
    +
    40template <class T, T v>
    +
    +
    41struct is_integral<integral_constant<T, v>>
    +
    42 : bool_constant<metal::is_integral<T>::value> {};
    +
    +
    43
    +
    44template <typename T>
    +
    45constexpr constant bool is_integral_v = is_integral<T>::value;
    +
    46
    +
    47template <int val>
    +
    48using Int = integral_constant<int, val>;
    +
    49
    +
    51// Binary Operators on Integral constants
    +
    53
    +
    +
    54#define integral_const_binop(__op__, __operator__) \
    +
    55 template <typename T, T tv, typename U, U uv> \
    +
    56 METAL_FUNC constexpr auto __operator__( \
    +
    57 integral_constant<T, tv>, integral_constant<U, uv>) { \
    +
    58 constexpr auto res = tv __op__ uv; \
    +
    59 return integral_constant<decltype(res), res>{}; \
    +
    60 }
    +
    +
    61
    +
    62integral_const_binop(+, operator+);
    +
    63integral_const_binop(-, operator-);
    +
    64integral_const_binop(*, operator*);
    +
    65integral_const_binop(/, operator/);
    +
    66
    +
    67integral_const_binop(==, operator==);
    +
    68integral_const_binop(!=, operator!=);
    +
    69integral_const_binop(<, operator<);
    +
    70integral_const_binop(>, operator>);
    +
    71integral_const_binop(<=, operator<=);
    +
    72integral_const_binop(>=, operator>=);
    +
    73
    +
    74integral_const_binop(&&, operator&&);
    +
    75integral_const_binop(||, operator||);
    +
    76
    +
    77#undef integral_const_binop
    +
    78
    +
    80// Reduction operators
    +
    82
    +
    83template <typename T>
    +
    +
    84METAL_FUNC constexpr T sum(T x) {
    +
    85 return x;
    +
    86}
    +
    +
    87
    +
    88template <typename T, typename... Us>
    +
    +
    89METAL_FUNC constexpr auto sum(T x, Us... us) {
    +
    90 return x + sum(us...);
    +
    91}
    +
    +
    92
    +
    93} // namespace steel
    +
    94} // namespace mlx
    +
    95
    +
    96#pragma METAL internals : disable
    +
    integral_const_binop
    #define integral_const_binop(__op__, __operator__)
    Definition integral_constant.h:54
    +
    mlx::steel::is_integral_v
    constexpr constant bool is_integral_v
    Definition integral_constant.h:45
    +
    mlx::steel::sum
    METAL_FUNC constexpr T sum(T x)
    Definition integral_constant.h:84
    +
    mlx
    Definition allocator.h:7
    +
    mlx::steel::integral_constant
    Definition integral_constant.h:18
    +
    mlx::steel::integral_constant::value_type
    T value_type
    Definition integral_constant.h:20
    +
    mlx::steel::integral_constant::value
    static constexpr constant T value
    Definition integral_constant.h:19
    +
    mlx::steel::is_integral
    Definition integral_constant.h:38
    +
    type_traits.h
    +
    + +
    +Generated by doxygen 1.12.0 +
    +
    + + diff --git a/docs/build/html/jit_2indexing_8h_source.html b/docs/build/html/jit_2indexing_8h_source.html index 202d94512..1961a385f 100644 --- a/docs/build/html/jit_2indexing_8h_source.html +++ b/docs/build/html/jit_2indexing_8h_source.html @@ -104,88 +104,67 @@ $(function(){ initResizable(false); });
    11 const constant int* axes [[buffer(6)]],
    12 const constant int* idx_shapes [[buffer(7)]],
    13 const constant size_t* idx_strides [[buffer(8)]],
    -
    14 const constant int& idx_ndim [[buffer(9)]],
    -
    15 {4}
    -
    16 uint3 index [[thread_position_in_grid]],
    -
    17 uint3 grid_dim [[threads_per_grid]]) {{
    -
    18 Indices<{2}, {3}> idxs{{
    -
    19 {{ {5} }}, idx_shapes, idx_strides, idx_ndim}};
    -
    20
    -
    21 return gather_impl<{1}, {2}, {3}, {6}>(
    -
    22 src,
    -
    23 out,
    -
    24 src_shape,
    -
    25 src_strides,
    -
    26 src_ndim,
    -
    27 slice_sizes,
    -
    28 axes,
    -
    29 idxs,
    -
    30 index,
    -
    31 grid_dim);
    -
    32}}
    -
    33)";
    -
    34
    -
    35constexpr std::string_view scatter_kernels = R"(
    -
    36[[kernel]] void scatter_1d_index{0}_{4}(
    -
    37 const device {1}* updates [[buffer(1)]],
    -
    38 device mlx_atomic<{1}>* out [[buffer(2)]],
    -
    39 const constant int* out_shape [[buffer(3)]],
    -
    40 const constant size_t* out_strides [[buffer(4)]],
    -
    41 const constant size_t& out_ndim [[buffer(5)]],
    -
    42 const constant int* upd_shape [[buffer(6)]],
    -
    43 const constant size_t& upd_ndim [[buffer(7)]],
    -
    44 const constant size_t& upd_size [[buffer(8)]],
    -
    45 {5}
    -
    46 uint2 gid [[thread_position_in_grid]]) {{
    -
    47 const array<const device {2}*, {4}> idx_buffers = {{ {6} }};
    -
    48 return scatter_1d_index_impl<{1}, {2}, {3}, {4}>(
    -
    49 updates,
    -
    50 out,
    -
    51 out_shape,
    -
    52 out_strides,
    -
    53 out_ndim,
    -
    54 upd_shape,
    -
    55 upd_ndim,
    -
    56 upd_size,
    -
    57 idx_buffers,
    -
    58 gid);
    -
    59}}
    -
    60
    -
    61[[kernel]] void scatter{0}_{4}(
    -
    62 const device {1}* updates [[buffer(1)]],
    -
    63 device mlx_atomic<{1}>* out [[buffer(2)]],
    -
    64 const constant int* upd_shape [[buffer(3)]],
    -
    65 const constant size_t* upd_strides [[buffer(4)]],
    -
    66 const constant size_t& upd_ndim [[buffer(5)]],
    -
    67 const constant size_t& upd_size [[buffer(6)]],
    -
    68 const constant int* out_shape [[buffer(7)]],
    -
    69 const constant size_t* out_strides [[buffer(8)]],
    -
    70 const constant size_t& out_ndim [[buffer(9)]],
    -
    71 const constant int* axes [[buffer(10)]],
    -
    72 const constant int* idx_shapes [[buffer(11)]],
    -
    73 const constant size_t* idx_strides [[buffer(12)]],
    -
    74 const constant int& idx_ndim [[buffer(13)]],
    -
    75 {5}
    -
    76 uint2 gid [[thread_position_in_grid]]) {{
    -
    77 Indices<{2}, {4}> idxs{{ {{ {6} }}, idx_shapes, idx_strides, idx_ndim}};
    -
    78
    -
    79 return scatter_impl<{1}, {2}, {3}, {4}>(
    -
    80 updates,
    -
    81 out,
    -
    82 upd_shape,
    -
    83 upd_strides,
    -
    84 upd_ndim,
    -
    85 upd_size,
    -
    86 out_shape,
    -
    87 out_strides,
    -
    88 out_ndim,
    -
    89 axes,
    -
    90 idxs,
    -
    91 gid);
    -
    92}}
    -
    93)";
    +
    14 const constant bool* idx_contigs [[buffer(9)]],
    +
    15 const constant int& idx_ndim [[buffer(10)]],
    +
    16 {4}
    +
    17 uint3 index [[thread_position_in_grid]],
    +
    18 uint3 grid_dim [[threads_per_grid]]) {{
    +
    19 Indices<{2}, {3}> idxs{{
    +
    20 {{ {5} }}, idx_shapes, idx_strides, idx_contigs, idx_ndim}};
    +
    21
    +
    22 return gather_impl<{1}, {2}, {3}, {6}>(
    +
    23 src,
    +
    24 out,
    +
    25 src_shape,
    +
    26 src_strides,
    +
    27 src_ndim,
    +
    28 slice_sizes,
    +
    29 axes,
    +
    30 idxs,
    +
    31 index,
    +
    32 grid_dim);
    +
    33}}
    +
    34)";
    +
    35
    +
    36constexpr std::string_view scatter_kernels = R"(
    +
    37[[kernel]] void scatter{0}_{4}_updc_{7}_nwork{8}(
    +
    38 const device {1}* updates [[buffer(1)]],
    +
    39 device mlx_atomic<{1}>* out [[buffer(2)]],
    +
    40 const constant int* upd_shape [[buffer(3)]],
    +
    41 const constant size_t* upd_strides [[buffer(4)]],
    +
    42 const constant size_t& upd_ndim [[buffer(5)]],
    +
    43 const constant size_t& upd_size [[buffer(6)]],
    +
    44 const constant int* out_shape [[buffer(7)]],
    +
    45 const constant size_t* out_strides [[buffer(8)]],
    +
    46 const constant size_t& out_ndim [[buffer(9)]],
    +
    47 const constant int* axes [[buffer(10)]],
    +
    48 const constant int* idx_shapes [[buffer(11)]],
    +
    49 const constant size_t* idx_strides [[buffer(12)]],
    +
    50 const constant bool* idx_contigs [[buffer(13)]],
    +
    51 const constant int& idx_ndim [[buffer(14)]],
    +
    52 const constant size_t& idx_size [[buffer(15)]],
    +
    53 {5}
    +
    54 uint2 gid [[thread_position_in_grid]]) {{
    +
    55 Indices<{2}, {4}> idxs{{ {{ {6} }}, idx_shapes, idx_strides, idx_contigs, idx_ndim}};
    +
    56
    +
    57 return scatter_impl<{1}, {2}, {3}, {4}, {7}, {8}>(
    +
    58 updates,
    +
    59 out,
    +
    60 upd_shape,
    +
    61 upd_strides,
    +
    62 upd_ndim,
    +
    63 upd_size,
    +
    64 out_shape,
    +
    65 out_strides,
    +
    66 out_ndim,
    +
    67 axes,
    +
    68 idx_size,
    +
    69 idxs,
    +
    70 gid);
    +
    71}}
    +
    72)";
    gather_kernels
    constexpr std::string_view gather_kernels
    Definition indexing.h:3
    -
    scatter_kernels
    constexpr std::string_view scatter_kernels
    Definition indexing.h:35
    +
    scatter_kernels
    constexpr std::string_view scatter_kernels
    Definition indexing.h:36
    diff --git a/docs/build/html/kernels_2indexing_8h_source.html b/docs/build/html/kernels_2indexing_8h_source.html index bf3559980..732d9cc6f 100644 --- a/docs/build/html/kernels_2indexing_8h_source.html +++ b/docs/build/html/kernels_2indexing_8h_source.html @@ -103,24 +103,26 @@ $(function(){ initResizable(false); });
    9 const array<const device IdxT*, NIDX> buffers;
    10 const constant int* shapes;
    11 const constant size_t* strides;
    -
    12 const int ndim;
    -
    13};
    +
    12 const constant bool* row_contiguous;
    +
    13 const int ndim;
    +
    14};
    -
    14
    -
    15template <typename IdxT>
    -
    -
    16METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size) {
    -
    17 if (is_unsigned_v<IdxT>) {
    -
    18 return idx;
    -
    19 } else {
    -
    20 return (idx < 0) ? idx + size : idx;
    -
    21 }
    -
    22}
    +
    15
    +
    16template <typename IdxT>
    +
    +
    17METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size) {
    +
    18 if (is_unsigned_v<IdxT>) {
    +
    19 return idx;
    +
    20 } else {
    +
    21 return (idx < 0) ? idx + size : idx;
    +
    22 }
    +
    23}
    -
    offset_neg_idx
    METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size)
    Definition indexing.h:16
    +
    offset_neg_idx
    METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size)
    Definition indexing.h:17
    Indices
    Definition indexing.h:8
    +
    Indices::row_contiguous
    const constant bool * row_contiguous
    Definition indexing.h:12
    Indices::shapes
    const constant int * shapes
    Definition indexing.h:10
    -
    Indices::ndim
    const int ndim
    Definition indexing.h:12
    +
    Indices::ndim
    const int ndim
    Definition indexing.h:13
    Indices::strides
    const constant size_t * strides
    Definition indexing.h:11
    Indices::buffers
    const array< const device IdxT *, NIDX > buffers
    Definition indexing.h:9
    diff --git a/docs/build/html/kernels_2steel_2conv_2kernels_2steel__conv_8h_source.html b/docs/build/html/kernels_2steel_2conv_2kernels_2steel__conv_8h_source.html index 8ee3e4897..1e6218fbd 100644 --- a/docs/build/html/kernels_2steel_2conv_2kernels_2steel__conv_8h_source.html +++ b/docs/build/html/kernels_2steel_2conv_2kernels_2steel__conv_8h_source.html @@ -274,7 +274,7 @@ $(function(){ initResizable(false); });
    metal::min
    METAL_FUNC bfloat16_t min(bfloat16_t x, bfloat16_t y)
    Definition bf16_math.h:234
    mlx::steel
    Definition loader_channel_l.h:14
    MLXConvParams
    Definition params.h:6
    -
    mlx::steel::BlockMMA
    Definition mma.h:35
    +
    mlx::steel::BlockMMA
    Definition mma.h:377
    mlx::steel::Conv2DInputBlockLoaderLargeFilter
    Definition loader_channel_l.h:23
    mlx::steel::Conv2DInputBlockLoaderSmallChannels
    Definition loader_channel_n.h:59
    mlx::steel::Conv2DInputBlockLoaderSmallFilter
    Definition loader_channel_l.h:171
    diff --git a/docs/build/html/menudata.js b/docs/build/html/menudata.js index 1f3dd54f6..0e4ed6500 100644 --- a/docs/build/html/menudata.js +++ b/docs/build/html/menudata.js @@ -174,7 +174,18 @@ var menudata={children:[ {text:"v",url:"functions_vars_v.html#index_v"}, {text:"w",url:"functions_vars_w.html#index_w"}, {text:"x",url:"functions_vars_x.html#index_x"}]}, -{text:"Typedefs",url:"functions_type.html"}, +{text:"Typedefs",url:"functions_type.html",children:[ +{text:"a",url:"functions_type.html#index_a"}, +{text:"b",url:"functions_type.html#index_b"}, +{text:"d",url:"functions_type.html#index_d"}, +{text:"e",url:"functions_type.html#index_e"}, +{text:"f",url:"functions_type.html#index_f"}, +{text:"i",url:"functions_type.html#index_i"}, +{text:"l",url:"functions_type.html#index_l"}, +{text:"m",url:"functions_type.html#index_m"}, +{text:"r",url:"functions_type.html#index_r"}, +{text:"t",url:"functions_type.html#index_t"}, +{text:"v",url:"functions_type.html#index_v"}]}, {text:"Enumerations",url:"functions_enum.html"}, {text:"Enumerator",url:"functions_eval.html",children:[ {text:"a",url:"functions_eval.html#index_a"}, diff --git a/docs/build/html/mma_8h.html b/docs/build/html/mma_8h.html index 1d03c4a9a..d0a24d364 100644 --- a/docs/build/html/mma_8h.html +++ b/docs/build/html/mma_8h.html @@ -90,7 +90,8 @@ $(function(){ initResizable(false); });
    Classes | -Namespaces
    +Namespaces | +Functions
    mma.h File Reference
    @@ -99,11 +100,18 @@ $(function(){ initResizable(false); }); #include <metal_stdlib>
    #include "mlx/backend/metal/kernels/steel/defines.h"
    #include "mlx/backend/metal/kernels/steel/gemm/transforms.h"
    +#include "mlx/backend/metal/kernels/steel/utils/integral_constant.h"

    Go to the source code of this file.

    + + + + + +

    Classes

    struct  mlx::steel::BaseMMAFrag< T, kFragRows_, kFragCols_ >
     
    struct  mlx::steel::BaseMMAFrag< T, 8, 8 >
     
    struct  mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
     
    struct  mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
     
    @@ -113,6 +121,12 @@ Namespaces +
     
    namespace  mlx::steel
     
    + + + +

    +Functions

    template<typename T , typename U , int M, int N, int K>
    METAL_FUNC void mlx::steel::tile_matmad (thread MMATile< T, M, N > &D, thread MMATile< U, M, K > &A, thread MMATile< U, K, N > &B, thread MMATile< T, M, N > &C)
     
    diff --git a/docs/build/html/mma_8h_source.html b/docs/build/html/mma_8h_source.html index db038897e..75f6ea40b 100644 --- a/docs/build/html/mma_8h_source.html +++ b/docs/build/html/mma_8h_source.html @@ -101,416 +101,790 @@ $(function(){ initResizable(false); });
    8
    9#include "mlx/backend/metal/kernels/steel/defines.h"
    10#include "mlx/backend/metal/kernels/steel/gemm/transforms.h"
    -
    11
    -
    12using namespace metal;
    -
    13
    -
    15// MMA helper
    -
    17
    -
    18namespace mlx {
    -
    19namespace steel {
    -
    20
    -
    21template <
    -
    22 typename T,
    -
    23 typename U,
    -
    24 int BM,
    -
    25 int BN,
    -
    26 int BK,
    -
    27 int WM,
    -
    28 int WN,
    -
    29 bool transpose_a,
    -
    30 bool transpose_b,
    -
    31 short lda_tgp,
    -
    32 short ldb_tgp,
    -
    33 typename AccumType = float,
    -
    34 typename Epilogue = TransformNone<U, AccumType>>
    -
    -
    35struct BlockMMA {
    -
    36 // Warp tile simdgroup matrix strides along M
    -
    37 STEEL_CONST short TM_stride = 8 * WM;
    -
    38 // Warp tile simdgroup matrix strides along M
    -
    39 STEEL_CONST short TN_stride = 8 * WN;
    -
    40
    -
    41 // Warp tile size along M
    -
    42 STEEL_CONST short TM = BM / TM_stride;
    -
    43 // Warp tile size along N
    -
    44 STEEL_CONST short TN = BN / TN_stride;
    +
    11#include "mlx/backend/metal/kernels/steel/utils/integral_constant.h"
    +
    12
    +
    13using namespace metal;
    +
    14
    +
    16// MMA helper
    +
    18
    +
    19namespace mlx {
    +
    20namespace steel {
    +
    21
    +
    22template <typename T, int kFragRows_, int kFragCols_>
    +
    +
    23struct BaseMMAFrag {
    +
    24 static_assert(
    +
    25 kFragRows_ == 8,
    +
    26 "Only 8 x 8 fragment matrices are currently supported");
    +
    27 static_assert(
    +
    28 kFragCols_ == 8,
    +
    29 "Only 8 x 8 fragment matrices are currently supported");
    +
    30};
    +
    +
    31
    +
    32template <typename T>
    +
    +
    33struct BaseMMAFrag<T, 8, 8> {
    +
    34 STEEL_CONST int kFragRows = 8;
    +
    35 STEEL_CONST int kFragCols = 8;
    +
    36
    +
    37 STEEL_CONST int kElemsPerFrag = (kFragRows * kFragCols) / 32;
    +
    38
    +
    39 STEEL_CONST int kElemRows = 1;
    +
    40 STEEL_CONST int kElemCols = 2;
    +
    41
    +
    42 static_assert(
    +
    43 kElemRows * kElemCols == kElemsPerFrag,
    +
    44 "MMAFrag shape is not consistent with MMAFrag size");
    45
    -
    46 // Strides of A, B along reduction axis
    -
    -
    47 STEEL_CONST short simd_stride_a = {
    -
    48 transpose_a ? TM_stride : TM_stride * lda_tgp};
    +
    46 typedef metal::simdgroup_matrix<T, kFragRows, kFragCols> mat_type;
    +
    47 typedef metal::vec<T, kElemsPerFrag> frag_type;
    +
    48
    +
    +
    49 METAL_FUNC static constexpr short2 get_coord(ushort simd_lane_id
    +
    50 [[thread_index_in_simdgroup]]) {
    +
    51 const short qid = simd_lane_id / 4;
    +
    52 const short fm = (qid & 4) + ((simd_lane_id / 2) % 4);
    +
    53 const short fn = (qid & 2) * 2 + (simd_lane_id % 2) * 2;
    +
    54 return short2{fn, fm};
    +
    55 }
    -
    -
    49 STEEL_CONST short simd_stride_b = {
    -
    50 transpose_b ? TN_stride * ldb_tgp : TN_stride};
    +
    56
    +
    57 template <typename SrcPtrType, typename StrX, typename StrY>
    +
    58 METAL_FUNC static constexpr void
    +
    +
    59 load(thread frag_type& dst, SrcPtrType src, StrX str_x, StrY str_y) {
    +
    60 STEEL_PRAGMA_UNROLL
    +
    61 for (short i = 0; i < kElemRows; i++) {
    +
    62 STEEL_PRAGMA_UNROLL
    +
    63 for (short j = 0; j < kElemCols; j++) {
    +
    64 dst[i * kElemCols + j] = static_cast<T>(src[i * str_x + j * str_y]);
    +
    65 }
    +
    66 }
    +
    67 }
    -
    51
    -
    52 // Jump between elements
    -
    53 STEEL_CONST short jump_a = {transpose_a ? lda_tgp : 1};
    -
    54 STEEL_CONST short jump_b = {transpose_b ? ldb_tgp : 1};
    -
    55
    -
    56 STEEL_CONST short tile_stride_a = {transpose_a ? 8 * lda_tgp : 8};
    -
    57 STEEL_CONST short tile_stride_b = {transpose_b ? 8 : 8 * ldb_tgp};
    -
    58
    -
    59 // Simdgroup matrices
    -
    60 simdgroup_matrix<AccumType, 8, 8> Asimd[TM];
    -
    61 simdgroup_matrix<AccumType, 8, 8> Bsimd[TN];
    -
    -
    62 simdgroup_matrix<AccumType, 8, 8> results[TM * TN] = {
    -
    63 simdgroup_matrix<AccumType, 8, 8>(0)};
    -
    -
    64
    -
    65 // Offsets within threadgroup
    -
    66 const short tm;
    -
    67 const short tn;
    68
    -
    69 short sm;
    -
    70 short sn;
    -
    71
    -
    72 short As_offset;
    -
    73 short Bs_offset;
    -
    74
    -
    75 /* Constructor */
    -
    -
    76 METAL_FUNC BlockMMA(
    -
    77 ushort simd_group_id [[simdgroup_index_in_threadgroup]],
    -
    78 ushort simd_lane_id [[thread_index_in_simdgroup]])
    -
    79 : tm(8 * (simd_group_id / WN)), tn(8 * (simd_group_id % WN)) {
    -
    80 // Determine thread position in simdgroup matrix
    -
    81 short qid = simd_lane_id / 4;
    -
    82 sm = (qid & 4) + (simd_lane_id / 2) % 4;
    -
    83 sn = (qid & 2) * 2 + (simd_lane_id % 2) * 2;
    -
    84
    -
    85 // Determine thread and simdgroup offset
    -
    86 As_offset =
    -
    87 transpose_a ? ((sn)*lda_tgp + (tm + sm)) : ((sn) + (tm + sm) * lda_tgp);
    -
    88 Bs_offset =
    -
    89 transpose_b ? ((tn + sn) * ldb_tgp + (sm)) : ((sm)*ldb_tgp + (tn + sn));
    -
    90 }
    +
    69 template <
    +
    70 typename SrcPtrType,
    +
    71 typename StrX,
    +
    72 typename StrY,
    +
    73 typename LimX,
    +
    74 typename LimY,
    +
    75 typename OffX,
    +
    76 typename OffY>
    +
    +
    77 METAL_FUNC static constexpr void load_safe(
    +
    78 thread frag_type& dst,
    +
    79 SrcPtrType src,
    +
    80 StrX str_x,
    +
    81 StrY str_y,
    +
    82 LimX lim_x,
    +
    83 LimY lim_y,
    +
    84 OffX off_x = Int<0>{},
    +
    85 OffY off_y = Int<0>{}) {
    +
    86 STEEL_PRAGMA_UNROLL
    +
    87 for (short i = 0; i < kElemRows; i++) {
    +
    88 STEEL_PRAGMA_UNROLL
    +
    89 for (short j = 0; j < kElemCols; j++) {
    +
    90 if ((off_x + i) < lim_x && (off_y + j) < lim_y) {
    +
    91 dst[i * kElemCols + j] =
    +
    92 static_cast<T>(src[(off_x + i) * str_x + (off_x + j) * str_y]);
    +
    93 } else {
    +
    94 dst[i * kElemCols + j] = T(0);
    +
    95 }
    +
    96 }
    +
    97 }
    +
    98 }
    -
    91
    -
    92 /* (BM, BK) X (BK, BN) multiply accumulate function */
    -
    -
    93 METAL_FUNC void mma(const threadgroup T* As, const threadgroup T* Bs) {
    -
    94 // Adjust for simdgroup and thread location
    -
    95 As += As_offset;
    -
    96 Bs += Bs_offset;
    -
    97
    -
    98 // Iterate over BK in blocks of 8
    -
    99 STEEL_PRAGMA_UNROLL
    -
    100 for (short kk = 0; kk < BK; kk += 8) {
    -
    101 simdgroup_barrier(mem_flags::mem_none);
    -
    102
    -
    103 // Load elements from threadgroup A as simdgroup matrices
    -
    104 STEEL_PRAGMA_UNROLL
    -
    105 for (short i = 0; i < TM; i++) {
    -
    106 Asimd[i].thread_elements()[0] =
    -
    107 static_cast<AccumType>(As[i * simd_stride_a + 0]);
    -
    108 Asimd[i].thread_elements()[1] =
    -
    109 static_cast<AccumType>(As[i * simd_stride_a + jump_a]);
    +
    99
    +
    100 template <typename DstPtrType, typename StrX, typename StrY>
    +
    101 METAL_FUNC static constexpr void
    +
    +
    102 store(const thread frag_type& src, DstPtrType dst, StrX str_x, StrY str_y) {
    +
    103 using U = pointer_element_t<DstPtrType>;
    +
    104
    +
    105 STEEL_PRAGMA_UNROLL
    +
    106 for (short i = 0; i < kElemRows; i++) {
    +
    107 STEEL_PRAGMA_UNROLL
    +
    108 for (short j = 0; j < kElemCols; j++) {
    +
    109 dst[i * str_x + j * str_y] = static_cast<U>(src[i * kElemCols + j]);
    110 }
    -
    111
    -
    112 simdgroup_barrier(mem_flags::mem_none);
    +
    111 }
    +
    112 }
    +
    113
    -
    114 // Load elements from threadgroup B as simdgroup matrices
    -
    115 STEEL_PRAGMA_UNROLL
    -
    116 for (short j = 0; j < TN; j++) {
    -
    117 Bsimd[j].thread_elements()[0] =
    -
    118 static_cast<AccumType>(Bs[j * simd_stride_b + 0]);
    -
    119 Bsimd[j].thread_elements()[1] =
    -
    120 static_cast<AccumType>(Bs[j * simd_stride_b + jump_b]);
    -
    121 }
    -
    122
    -
    123 simdgroup_barrier(mem_flags::mem_none);
    -
    124
    -
    125 // Multiply and accumulate into result simdgroup matrices
    -
    126 STEEL_PRAGMA_UNROLL
    -
    127 for (short i = 0; i < TM; i++) {
    -
    128 STEEL_PRAGMA_UNROLL
    -
    129 for (short j = 0; j < TN; j++) {
    -
    130 short j_serp = (i % 2) ? (TN - 1 - j) : j;
    -
    131
    -
    132 simdgroup_multiply_accumulate(
    -
    133 results[i * TN + j_serp],
    -
    134 Asimd[i],
    -
    135 Bsimd[j_serp],
    -
    136 results[i * TN + j_serp]);
    -
    137 }
    -
    138 }
    -
    139
    -
    140 // Progress to next simdgroup tile
    -
    141 As += tile_stride_a;
    -
    142 Bs += tile_stride_b;
    -
    143 }
    -
    144 }
    +
    114 template <
    +
    115 typename DstPtrType,
    +
    116 typename StrX,
    +
    117 typename StrY,
    +
    118 typename LimX,
    +
    119 typename LimY,
    +
    120 typename OffX,
    +
    121 typename OffY>
    +
    +
    122 METAL_FUNC static constexpr void store_safe(
    +
    123 const thread frag_type& src,
    +
    124 DstPtrType dst,
    +
    125 StrX str_x,
    +
    126 StrY str_y,
    +
    127 LimX lim_x,
    +
    128 LimY lim_y,
    +
    129 OffX off_x = Int<0>{},
    +
    130 OffY off_y = Int<0>{}) {
    +
    131 using U = pointer_element_t<DstPtrType>;
    +
    132
    +
    133 STEEL_PRAGMA_UNROLL
    +
    134 for (short i = 0; i < kElemRows; i++) {
    +
    135 STEEL_PRAGMA_UNROLL
    +
    136 for (short j = 0; j < kElemCols; j++) {
    +
    137 if ((off_x + i) < lim_x && (off_y + j) < lim_y) {
    +
    138 dst[(off_x + i) * str_x + (off_y + j) * str_y] =
    +
    139 static_cast<U>(src[i * kElemCols + j]);
    +
    140 }
    +
    141 }
    +
    142 }
    +
    143 }
    -
    145
    -
    146 /* Store results from simdgroup_matrix results into device memory */
    -
    -
    147 METAL_FUNC void store_result(device U* D, const int ldd) const {
    -
    148 // Adjust for simdgroup and thread location
    -
    149 D += (sm + tm) * ldd + tn + sn;
    -
    150
    -
    151 // Loop over all simdgroup tiles
    -
    152 STEEL_PRAGMA_UNROLL
    -
    153 for (short i = 0; i < TM; i++) {
    -
    154 STEEL_PRAGMA_UNROLL
    -
    155 for (short j = 0; j < TN; j++) {
    -
    156 // Get accumulated result and associated offset in C
    -
    157 thread const auto& accum = results[i * TN + j].thread_elements();
    -
    158 int offset = (i * TM_stride) * ldd + (j * TN_stride);
    -
    159
    -
    160 // Apply epilogue
    -
    161 U outs[2] = {Epilogue::apply(accum[0]), Epilogue::apply(accum[1])};
    -
    162
    -
    163 // Write out D
    -
    164 D[offset] = outs[0];
    -
    165 D[offset + 1] = outs[1];
    -
    166 }
    -
    167 }
    -
    168 }
    +
    144
    +
    +
    145 METAL_FUNC static constexpr void mma(
    +
    146 thread frag_type& D,
    +
    147 thread frag_type& A,
    +
    148 thread frag_type& B,
    +
    149 thread frag_type& C) {
    +
    150 mat_type D_mat;
    +
    151 mat_type A_mat;
    +
    152 mat_type B_mat;
    +
    153 mat_type C_mat;
    +
    154
    +
    155 reinterpret_cast<thread frag_type&>(A_mat.thread_elements()) = A;
    +
    156 reinterpret_cast<thread frag_type&>(B_mat.thread_elements()) = B;
    +
    157 reinterpret_cast<thread frag_type&>(C_mat.thread_elements()) = C;
    +
    158
    +
    159 mma(D_mat, A_mat, B_mat, C_mat);
    +
    160
    +
    161 D = reinterpret_cast<thread frag_type&>(D_mat.thread_elements());
    +
    162 }
    -
    169
    -
    170 METAL_FUNC void
    -
    -
    171 store_result_safe(device U* D, const int ldd, short2 dst_tile_dims) const {
    -
    172 // Adjust for simdgroup and thread location
    -
    173 D += (sm + tm) * ldd + (tn + sn);
    -
    174 dst_tile_dims -= short2(tn + sn, sm + tm);
    -
    175
    -
    176 if (dst_tile_dims.x <= 0 || dst_tile_dims.y <= 0)
    -
    177 return;
    -
    178
    -
    179 STEEL_PRAGMA_UNROLL
    -
    180 for (int i = 0; i < TM; i++) {
    -
    181 if (i * TM_stride < dst_tile_dims.y) {
    -
    182 STEEL_PRAGMA_UNROLL
    -
    183 for (int j = 0; j < TN; j++) {
    -
    184 // Get accumulated result and associated offset in C
    -
    185 thread const auto& accum = results[i * TN + j].thread_elements();
    -
    186 int offset = (i * TM_stride) * ldd + (j * TN_stride);
    +
    163
    +
    +
    164 METAL_FUNC static constexpr void mma(
    +
    165 thread mat_type& D,
    +
    166 thread mat_type& A,
    +
    167 thread mat_type& B,
    +
    168 thread mat_type& C) {
    +
    169 simdgroup_multiply_accumulate(D, A, B, C);
    +
    170 }
    +
    +
    171};
    +
    +
    172
    +
    173template <
    +
    174 typename T,
    +
    175 int kTileRows_,
    +
    176 int kTileCols_,
    +
    177 class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    +
    +
    178struct MMATile {
    +
    179 using MMAFrag_t = MMAFrag_;
    +
    180 using elem_type = T;
    +
    181 STEEL_CONST int kFragRows = MMAFrag_t::kFragRows;
    +
    182 STEEL_CONST int kFragCols = MMAFrag_t::kFragCols;
    +
    183 STEEL_CONST int kElemsPerFrag = MMAFrag_t::kElemsPerFrag;
    +
    184
    +
    185 STEEL_CONST int kTileRows = kTileRows_;
    +
    186 STEEL_CONST int kTileCols = kTileCols_;
    187
    -
    188 // Apply epilogue and output C
    -
    189 if (j * TN_stride < dst_tile_dims.x) {
    -
    190 D[offset] = Epilogue::apply(accum[0]);
    -
    191 }
    -
    192
    -
    193 if (j * TN_stride + 1 < dst_tile_dims.x) {
    -
    194 D[offset + 1] = Epilogue::apply(accum[1]);
    -
    195 }
    -
    196 }
    -
    197 }
    -
    198 }
    -
    199 }
    -
    +
    188 STEEL_CONST int kRows = kTileRows * kFragRows;
    +
    189 STEEL_CONST int kCols = kTileCols * kFragCols;
    +
    190
    +
    191 STEEL_CONST int kNumFrags = kTileRows * kTileCols;
    +
    192 STEEL_CONST int kElemsPerTile = kNumFrags * kElemsPerFrag;
    +
    193
    +
    194 typedef typename MMAFrag_t::mat_type mat_type;
    +
    195 typedef typename MMAFrag_t::frag_type frag_type;
    +
    196
    +
    197 frag_type val_frags[kNumFrags] = {frag_type(0)};
    +
    198
    +
    199 METAL_FUNC MMATile() thread {}
    200
    -
    201 /* Apply epilogue */
    -
    202 template <typename UnaryEpilogue>
    -
    -
    203 METAL_FUNC void apply_epilogue(thread const UnaryEpilogue& epilogue_op) {
    -
    204 // Loop over all simdgroup tiles
    -
    205 STEEL_PRAGMA_UNROLL
    -
    206 for (short i = 0; i < TM; i++) {
    -
    207 STEEL_PRAGMA_UNROLL
    -
    208 for (short j = 0; j < TN; j++) {
    -
    209 // Get accumulated result and associated offset in C
    -
    210 thread auto& accum = results[i * TN + j].thread_elements();
    +
    +
    201 METAL_FUNC constexpr void clear() {
    +
    202 STEEL_PRAGMA_UNROLL
    +
    203 for (short i = 0; i < kNumFrags; ++i) {
    +
    204 val_frags[i] = frag_type(0);
    +
    205 }
    +
    206 }
    +
    +
    207
    +
    +
    208 METAL_FUNC constexpr thread frag_type& frag_at(const short i, const short j) {
    +
    209 return val_frags[i * kTileCols + j];
    +
    210 }
    +
    211
    -
    212 // Apply epilogue
    -
    213 accum[0] = epilogue_op.apply(accum[0]);
    -
    214 accum[1] = epilogue_op.apply(accum[1]);
    -
    215 }
    -
    216 }
    -
    217 }
    +
    +
    212 METAL_FUNC constexpr const thread frag_type& frag_at(
    +
    213 const short i,
    +
    214 const short j) const {
    +
    215 return val_frags[i * kTileCols + j];
    +
    216 }
    -
    218
    -
    219 /* Apply epilogue */
    -
    220 template <typename BinaryEpilogue>
    -
    -
    221 METAL_FUNC void apply_epilogue(
    -
    222 const device U* C,
    -
    223 const int ldc,
    -
    224 const int fdc,
    -
    225 thread const BinaryEpilogue& epilogue_op) {
    -
    226 // Adjust for simdgroup and thread location
    -
    227 C += (sm + tm) * ldc + (tn + sn) * fdc;
    -
    228
    -
    229 // Loop over all simdgroup tiles
    -
    230 STEEL_PRAGMA_UNROLL
    -
    231 for (short i = 0; i < TM; i++) {
    -
    232 STEEL_PRAGMA_UNROLL
    -
    233 for (short j = 0; j < TN; j++) {
    -
    234 // Get accumulated result and associated offset in C
    -
    235 thread auto& accum = results[i * TN + j].thread_elements();
    -
    236 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    -
    237
    -
    238 // Apply epilogue
    -
    239 accum[0] = epilogue_op.apply(accum[0], C[offset_c]);
    -
    240 accum[1] = epilogue_op.apply(accum[1], C[offset_c + fdc]);
    -
    241 }
    -
    242 }
    -
    243 }
    +
    217
    +
    +
    218 METAL_FUNC mat_type mat_at(const short i, const short j) {
    +
    219 mat_type val_mat;
    +
    220 STEEL_PRAGMA_UNROLL
    +
    221 for (short ii = 0; ii < kElemsPerFrag; ++ii) {
    +
    222 val_mat.thread_elements()[ii] = frag_at(i, j)[ii];
    +
    223 }
    +
    224 return val_mat;
    +
    225 }
    +
    +
    226
    +
    +
    227 METAL_FUNC thread elem_type* elems() {
    +
    228 return reinterpret_cast<thread elem_type*>(val_frags);
    +
    229 }
    +
    +
    230
    +
    +
    231 METAL_FUNC const thread elem_type* elems() const {
    +
    232 return reinterpret_cast<const thread elem_type*>(val_frags);
    +
    233 }
    +
    +
    234
    +
    235 template <typename U, int w_x, int w_y, int str_x, int str_y>
    +
    +
    236 METAL_FUNC void load(const threadgroup U* src) {
    +
    237 STEEL_PRAGMA_UNROLL
    +
    238 for (short i = 0; i < kTileRows; ++i) {
    +
    239 STEEL_PRAGMA_UNROLL
    +
    240 for (short j = 0; j < kTileCols; ++j) {
    +
    241 MMAFrag_t::load(
    +
    242 frag_at(i, j),
    +
    243 &(
    +
    244 src[(i * kFragRows) * w_x * str_x +
    +
    245 (j * kFragCols) * w_y * str_y]),
    +
    246 Int<str_x>{},
    +
    247 Int<str_y>{});
    +
    248 }
    +
    249 }
    +
    250 }
    +
    +
    251
    +
    252 template <typename U, int w_x, int w_y, int str_x, int str_y>
    +
    +
    253 METAL_FUNC void store(threadgroup U* dst) const {
    +
    254 STEEL_PRAGMA_UNROLL
    +
    255 for (short i = 0; i < kTileRows; ++i) {
    +
    256 STEEL_PRAGMA_UNROLL
    +
    257 for (short j = 0; j < kTileCols; ++j) {
    +
    258 MMAFrag_t::store(
    +
    259 frag_at(i, j),
    +
    260 &(
    +
    261 dst[(i * kFragRows) * w_x * str_x +
    +
    262 (j * kFragCols) * w_y * str_y]),
    +
    263 Int<str_x>{},
    +
    264 Int<str_y>{});
    +
    265 }
    +
    266 }
    +
    267 }
    -
    244
    -
    245 /* Apply epilogue */
    -
    246 template <typename BinaryEpilogue>
    -
    -
    247 METAL_FUNC void apply_epilogue_safe(
    -
    248 const device U* C,
    -
    249 const int ldc,
    -
    250 const int fdc,
    -
    251 short2 dst_tile_dims,
    -
    252 thread const BinaryEpilogue& epilogue_op) {
    -
    253 // Adjust for simdgroup and thread location
    -
    254 C += (sm + tm) * ldc + (tn + sn) * fdc;
    -
    255 dst_tile_dims -= short2(tn + sn, sm + tm);
    -
    256
    -
    257 if (dst_tile_dims.x <= 0 || dst_tile_dims.y <= 0)
    -
    258 return;
    -
    259
    -
    260 // Loop over all simdgroup tiles
    -
    261 STEEL_PRAGMA_UNROLL
    -
    262 for (short i = 0; i < TM; i++) {
    -
    263 STEEL_PRAGMA_UNROLL
    -
    264 for (short j = 0; j < TN; j++) {
    -
    265 // Get accumulated result and associated offset in C
    -
    266 thread auto& accum = results[i * TN + j].thread_elements();
    -
    267 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    268
    -
    269 // Read C
    -
    270 U c_elems[2] = {0};
    -
    271
    -
    272 if ((j * TN_stride + 1) < dst_tile_dims.x) {
    -
    273 c_elems[0] = C[offset_c];
    -
    274 c_elems[1] = C[offset_c + fdc];
    -
    275 } else if ((j * TN_stride) < dst_tile_dims.x) {
    -
    276 c_elems[0] = C[offset_c];
    -
    277 }
    -
    278
    -
    279 // Apply epilogue
    -
    280 accum[0] = epilogue_op.apply(accum[0], c_elems[0]);
    -
    281 accum[1] = epilogue_op.apply(accum[1], c_elems[1]);
    -
    282 }
    -
    283 }
    -
    284 }
    +
    269 template <typename U, int w_x, int w_y>
    +
    +
    270 METAL_FUNC void load(const device U* src, const int ld) {
    +
    271 STEEL_PRAGMA_UNROLL
    +
    272 for (short i = 0; i < kTileRows; ++i) {
    +
    273 STEEL_PRAGMA_UNROLL
    +
    274 for (short j = 0; j < kTileCols; ++j) {
    +
    275 MMAFrag_t::load(
    +
    276 frag_at(i, j),
    +
    277 &(src[(i * kFragRows) * w_x * ld + (j * kFragCols) * w_y]),
    +
    278 ld,
    +
    279 Int<1>{});
    +
    280 }
    +
    281 }
    +
    282 }
    -
    285
    -
    286 /* Store results from simdgroup_matrix results into device memory */
    -
    -
    287 METAL_FUNC void store_result(
    -
    288 device U* D,
    -
    289 const int ldd,
    -
    290 const device U* C,
    -
    291 const int ldc,
    -
    292 const int fdc,
    -
    293 thread const Epilogue& epilogue_op) const {
    -
    294 // Adjust for simdgroup and thread location
    -
    295 C += (sm + tm) * ldc + (tn + sn) * fdc;
    -
    296 D += (sm + tm) * ldd + tn + sn;
    -
    297
    -
    298 // Loop over all simdgroup tiles
    -
    299 STEEL_PRAGMA_UNROLL
    -
    300 for (short i = 0; i < TM; i++) {
    -
    301 STEEL_PRAGMA_UNROLL
    -
    302 for (short j = 0; j < TN; j++) {
    -
    303 // Get accumulated result and associated offset in C
    -
    304 thread const auto& accum = results[i * TN + j].thread_elements();
    -
    305 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    -
    306 int offset_d = (i * TM_stride) * ldd + (j * TN_stride);
    -
    307
    -
    308 // Apply epilogue
    -
    309 U outs[2] = {
    -
    310 epilogue_op.apply(accum[0], C[offset_c]),
    -
    311 epilogue_op.apply(accum[1], C[offset_c + fdc])};
    -
    312
    -
    313 // Write out D
    -
    314 D[offset_d] = outs[0];
    -
    315 D[offset_d + 1] = outs[1];
    -
    316 }
    -
    317 }
    -
    318 }
    +
    283
    +
    284 template <typename U, int w_x, int w_y>
    +
    +
    285 METAL_FUNC void store(device U* dst, const int ld) const {
    +
    286 STEEL_PRAGMA_UNROLL
    +
    287 for (short i = 0; i < kTileRows; ++i) {
    +
    288 STEEL_PRAGMA_UNROLL
    +
    289 for (short j = 0; j < kTileCols; ++j) {
    +
    290 MMAFrag_t::store(
    +
    291 frag_at(i, j),
    +
    292 &(dst[(i * kFragRows) * w_x * ld + (j * kFragCols) * w_y]),
    +
    293 ld,
    +
    294 Int<1>{});
    +
    295 }
    +
    296 }
    +
    297 }
    -
    319
    -
    -
    320 METAL_FUNC void store_result_safe(
    -
    321 device U* D,
    -
    322 const int ldd,
    -
    323 const device U* C,
    -
    324 const int ldc,
    -
    325 const int fdc,
    -
    326 short2 dst_tile_dims,
    -
    327 thread const Epilogue& epilogue_op) const {
    -
    328 // Adjust for simdgroup and thread location
    -
    329 C += (sm + tm) * ldc + (tn + sn) * fdc;
    -
    330 D += (sm + tm) * ldd + tn + sn;
    -
    331 dst_tile_dims -= short2(tn + sn, sm + tm);
    -
    332
    -
    333 if (dst_tile_dims.x <= 0 || dst_tile_dims.y <= 0)
    -
    334 return;
    -
    335
    -
    336 STEEL_PRAGMA_UNROLL
    -
    337 for (int i = 0; i < TM; i++) {
    -
    338 if (i * TM_stride < dst_tile_dims.y) {
    -
    339 STEEL_PRAGMA_UNROLL
    -
    340 for (int j = 0; j < TN; j++) {
    -
    341 // Get accumulated result and associated offset in C
    -
    342 thread const auto& accum = results[i * TN + j].thread_elements();
    -
    343 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    -
    344 int offset_d = (i * TM_stride) * ldd + (j * TN_stride);
    -
    345
    -
    346 // Apply epilogue and output C
    -
    347 if (j * TN_stride < dst_tile_dims.x) {
    -
    348 D[offset_d] = epilogue_op.apply(accum[0], C[offset_c]);
    -
    349 }
    -
    350
    -
    351 if (j * TN_stride + 1 < dst_tile_dims.x) {
    -
    352 D[offset_d + 1] = epilogue_op.apply(accum[1], C[offset_c + fdc]);
    -
    353 }
    -
    354 }
    -
    355 }
    -
    356 }
    -
    357 }
    +
    298
    +
    299 template <typename U, int w_x, int w_y>
    +
    300 METAL_FUNC void
    +
    +
    301 load_safe(const device U* src, const int ld, const short2 src_tile_dims) {
    +
    302 STEEL_PRAGMA_UNROLL
    +
    303 for (int i = 0; i < kTileRows; ++i) {
    +
    304 STEEL_PRAGMA_UNROLL
    +
    305 for (int j = 0; j < kTileCols; ++j) {
    +
    306 MMAFrag_t::load_safe(
    +
    307 frag_at(i, j),
    +
    308 src,
    +
    309 ld,
    +
    310 Int<1>{},
    +
    311 src_tile_dims.y,
    +
    312 src_tile_dims.x,
    +
    313 (i * kFragRows) * w_x,
    +
    314 (j * kFragCols) * w_y);
    +
    315 }
    +
    316 }
    +
    317 }
    -
    358};
    +
    318
    +
    319 template <typename U, int w_x, int w_y>
    +
    320 METAL_FUNC void
    +
    +
    321 store_safe(device U* dst, const int ld, const short2 dst_tile_dims) const {
    +
    322 STEEL_PRAGMA_UNROLL
    +
    323 for (int i = 0; i < kTileRows; ++i) {
    +
    324 STEEL_PRAGMA_UNROLL
    +
    325 for (int j = 0; j < kTileCols; ++j) {
    +
    326 MMAFrag_t::store_safe(
    +
    327 frag_at(i, j),
    +
    328 dst,
    +
    329 ld,
    +
    330 Int<1>{},
    +
    331 dst_tile_dims.y,
    +
    332 dst_tile_dims.x,
    +
    333 (i * kFragRows) * w_x,
    +
    334 (j * kFragCols) * w_y);
    +
    335 }
    +
    336 }
    +
    337 }
    -
    359
    -
    360} // namespace steel
    -
    361} // namespace mlx
    +
    338};
    +
    +
    339
    +
    340template <typename T, typename U, int M, int N, int K>
    +
    +
    341METAL_FUNC void tile_matmad(
    +
    342 thread MMATile<T, M, N>& D,
    +
    343 thread MMATile<U, M, K>& A,
    +
    344 thread MMATile<U, K, N>& B,
    +
    345 thread MMATile<T, M, N>& C) {
    +
    346 STEEL_PRAGMA_UNROLL
    +
    347 for (short m = 0; m < M; ++m) {
    +
    348 STEEL_PRAGMA_UNROLL
    +
    349 for (short n = 0; n < N; ++n) {
    +
    350 short n_serp = (m % 2) ? (N - 1 - n) : n;
    +
    351 STEEL_PRAGMA_UNROLL
    +
    352 for (short k = 0; k < K; ++k) {
    +
    353 MMATile<T, M, N>::MMAFrag_t::mma(
    +
    354 D.frag_at(m, n_serp),
    +
    355 A.frag_at(m, k),
    +
    356 B.frag_at(k, n_serp),
    +
    357 C.frag_at(m, n_serp));
    +
    358 }
    +
    359 }
    +
    360 }
    +
    361}
    +
    +
    362
    +
    363template <
    +
    364 typename T,
    +
    365 typename U,
    +
    366 int BM,
    +
    367 int BN,
    +
    368 int BK,
    +
    369 int WM,
    +
    370 int WN,
    +
    371 bool transpose_a,
    +
    372 bool transpose_b,
    +
    373 short lda_tgp,
    +
    374 short ldb_tgp,
    +
    375 typename AccumType = float,
    +
    376 typename Epilogue = TransformNone<U, AccumType>>
    +
    +
    377struct BlockMMA {
    +
    378 // MMAFrag size
    +
    379 STEEL_CONST short kFragSize = 8;
    +
    380 using MMAFrag_acc_t = BaseMMAFrag<AccumType, kFragSize, kFragSize>;
    +
    381
    +
    382 // Warp tile simdgroup matrix strides along M
    +
    383 STEEL_CONST short TM_stride = kFragSize * WM;
    +
    384 // Warp tile simdgroup matrix strides along M
    +
    385 STEEL_CONST short TN_stride = kFragSize * WN;
    +
    386
    +
    387 // Warp tile size along M
    +
    388 STEEL_CONST short TM = BM / TM_stride;
    +
    389 // Warp tile size along N
    +
    390 STEEL_CONST short TN = BN / TN_stride;
    +
    391
    +
    392 // Threadgroup A strides
    +
    393 STEEL_CONST short A_str_m = transpose_a ? 1 : lda_tgp; // M
    +
    394 STEEL_CONST short A_str_k = transpose_a ? lda_tgp : 1; // K
    +
    395
    +
    396 // Threadgroup B strides
    +
    397 STEEL_CONST short B_str_k = transpose_b ? 1 : ldb_tgp; // K
    +
    398 STEEL_CONST short B_str_n = transpose_b ? ldb_tgp : 1; // N
    +
    399
    +
    400 // Threadgroup strides along K
    +
    401 STEEL_CONST short tile_stride_a = kFragSize * A_str_k;
    +
    402 STEEL_CONST short tile_stride_b = kFragSize * B_str_k;
    +
    403
    +
    404 // Simdgroup matrices
    +
    405 MMATile<AccumType, TM, 1, MMAFrag_acc_t> Atile;
    +
    406 MMATile<AccumType, 1, TN, MMAFrag_acc_t> Btile;
    +
    407 MMATile<AccumType, TM, TN, MMAFrag_acc_t> Ctile;
    +
    408
    +
    409 // Offsets within threadgroup
    +
    410 short sm;
    +
    411 short sn;
    +
    412
    +
    413 short As_offset;
    +
    414 short Bs_offset;
    +
    415
    +
    416 /* Constructor */
    +
    +
    417 METAL_FUNC BlockMMA(
    +
    418 ushort simd_group_id [[simdgroup_index_in_threadgroup]],
    +
    419 ushort simd_lane_id [[thread_index_in_simdgroup]]) {
    +
    420 // Determine thread position in simdgroup matrix
    +
    421 short tm = kFragSize * (simd_group_id / WN);
    +
    422 short tn = kFragSize * (simd_group_id % WN);
    +
    423
    +
    424 short2 simd_coord = MMAFrag_acc_t::get_coord(simd_lane_id);
    +
    425 sm = simd_coord.y;
    +
    426 sn = simd_coord.x;
    +
    427
    +
    428 // Determine thread and simdgroup offset
    +
    429 As_offset = (tm + sm) * A_str_m + (sn)*A_str_k; // M, K
    +
    430 Bs_offset = (sm)*B_str_k + (tn + sn) * B_str_n; // K, N
    +
    431
    +
    432 sm += tm;
    +
    433 sn += tn;
    +
    434 }
    +
    +
    435
    +
    436 /* (BM, BK) X (BK, BN) multiply accumulate function */
    +
    +
    437 METAL_FUNC void mma(const threadgroup T* As, const threadgroup T* Bs) {
    +
    438 // Adjust for simdgroup and thread location
    +
    439 As += As_offset;
    +
    440 Bs += Bs_offset;
    +
    441
    +
    442 // Iterate over BK in blocks of kFragSize
    +
    443 STEEL_PRAGMA_UNROLL
    +
    444 for (short kk = 0; kk < BK; kk += kFragSize) {
    +
    445 simdgroup_barrier(mem_flags::mem_none);
    +
    446
    +
    447 Atile.template load<T, WM, 1, A_str_m, A_str_k>(As);
    +
    448
    +
    449 simdgroup_barrier(mem_flags::mem_none);
    +
    450
    +
    451 Btile.template load<T, 1, WN, B_str_k, B_str_n>(Bs);
    +
    452
    +
    453 simdgroup_barrier(mem_flags::mem_none);
    +
    454
    +
    455 tile_matmad(Ctile, Atile, Btile, Ctile);
    +
    456
    +
    457 // Progress to next simdgroup tile
    +
    458 As += tile_stride_a;
    +
    459 Bs += tile_stride_b;
    +
    460 }
    +
    461 }
    +
    +
    462
    +
    463 /* Store results from simdgroup_matrix results into device memory */
    +
    +
    464 METAL_FUNC void store_result(device U* D, const int ldd) {
    +
    465 // Apply epilogue
    +
    466 STEEL_PRAGMA_UNROLL
    +
    467 for (short i = 0; i < decltype(Ctile)::kElemsPerTile; i++) {
    +
    468 Ctile.elems()[i] = Epilogue::apply(Ctile.elems()[i]);
    +
    469 }
    +
    470
    +
    471 // Adjust for simdgroup and thread location
    +
    472 D += sm * ldd + sn;
    +
    473
    +
    474 Ctile.template store<U, WM, WN>(D, ldd);
    +
    475 }
    +
    +
    476
    +
    477 METAL_FUNC void
    +
    +
    478 store_result_safe(device U* D, const int ldd, short2 dst_tile_dims) {
    +
    479 // Apply epilogue
    +
    480 STEEL_PRAGMA_UNROLL
    +
    481 for (short i = 0; i < decltype(Ctile)::kElemsPerTile; i++) {
    +
    482 Ctile.elems()[i] = Epilogue::apply(Ctile.elems()[i]);
    +
    483 }
    +
    484
    +
    485 // Adjust for simdgroup and thread location
    +
    486 D += sm * ldd + sn;
    +
    487 dst_tile_dims -= short2(sn, sm);
    +
    488
    +
    489 if (dst_tile_dims.x <= 0 || dst_tile_dims.y <= 0)
    +
    490 return;
    +
    491
    +
    492 Ctile.template store_safe<U, WM, WN>(D, ldd, dst_tile_dims);
    +
    493 }
    +
    +
    494
    +
    495 /* Apply epilogue */
    +
    496 template <typename UnaryEpilogue>
    +
    +
    497 METAL_FUNC void apply_epilogue(thread const UnaryEpilogue& epilogue_op) {
    +
    498 // Loop over all simdgroup tiles
    +
    499 STEEL_PRAGMA_UNROLL
    +
    500 for (short i = 0; i < decltype(Ctile)::kElemsPerTile; i++) {
    +
    501 Ctile.elems()[i] = epilogue_op.apply(Ctile.elems()[i]);
    +
    502 }
    +
    503 }
    +
    +
    504
    +
    505 /* Apply epilogue */
    +
    506 template <typename BinaryEpilogue>
    +
    +
    507 METAL_FUNC void apply_epilogue(
    +
    508 const device U* C,
    +
    509 const int ldc,
    +
    510 const int fdc,
    +
    511 thread const BinaryEpilogue& epilogue_op) {
    +
    512 // Adjust for simdgroup and thread location
    +
    513 C += (sm)*ldc + (sn)*fdc;
    +
    514
    +
    515 // Loop over all simdgroup tiles
    +
    516 STEEL_PRAGMA_UNROLL
    +
    517 for (short i = 0; i < TM; i++) {
    +
    518 STEEL_PRAGMA_UNROLL
    +
    519 for (short j = 0; j < TN; j++) {
    +
    520 // Get accumulated result and associated offset in C
    +
    521 thread auto& accum = Ctile.frag_at(i, j);
    +
    522 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    +
    523
    +
    524 // Apply epilogue
    +
    525 STEEL_PRAGMA_UNROLL
    +
    526 for (short k = 0; k < decltype(Ctile)::kElemsPerFrag; k++) {
    +
    527 accum[k] = epilogue_op.apply(accum[k], C[offset_c + k * fdc]);
    +
    528 }
    +
    529 }
    +
    530 }
    +
    531 }
    +
    +
    532
    +
    533 /* Apply epilogue */
    +
    534 template <typename BinaryEpilogue>
    +
    +
    535 METAL_FUNC void apply_epilogue_safe(
    +
    536 const device U* C,
    +
    537 const int ldc,
    +
    538 const int fdc,
    +
    539 short2 dst_tile_dims,
    +
    540 thread const BinaryEpilogue& epilogue_op) {
    +
    541 // Adjust for simdgroup and thread location
    +
    542 C += (sm)*ldc + (sn)*fdc;
    +
    543 dst_tile_dims -= short2(sn, sm);
    +
    544
    +
    545 if (dst_tile_dims.x <= 0 || dst_tile_dims.y <= 0)
    +
    546 return;
    +
    547
    +
    548 // Loop over all simdgroup tiles
    +
    549 STEEL_PRAGMA_UNROLL
    +
    550 for (short i = 0; i < TM; i++) {
    +
    551 STEEL_PRAGMA_UNROLL
    +
    552 for (short j = 0; j < TN; j++) {
    +
    553 // Get accumulated result and associated offset in C
    +
    554 thread auto& accum = Ctile.frag_at(i, j);
    +
    555 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    +
    556
    +
    557 constexpr short kelems = decltype(Ctile)::kElemsPerFrag;
    +
    558
    +
    559 // Read C
    +
    560 U c_elems[kelems] = {0};
    +
    561
    +
    562 STEEL_PRAGMA_UNROLL
    +
    563 for (short k = 0; k < kelems; k++) {
    +
    564 if ((j * TN_stride + k) < dst_tile_dims.x) {
    +
    565 c_elems[k] = C[offset_c + k * fdc];
    +
    566 }
    +
    567 }
    +
    568
    +
    569 // Apply epilogue
    +
    570 STEEL_PRAGMA_UNROLL
    +
    571 for (short k = 0; k < kelems; k++) {
    +
    572 accum[k] = epilogue_op.apply(accum[k], c_elems[k]);
    +
    573 }
    +
    574 }
    +
    575 }
    +
    576 }
    +
    +
    577
    +
    578 /* Store results from simdgroup_matrix results into device memory */
    +
    +
    579 METAL_FUNC void store_result(
    +
    580 device U* D,
    +
    581 const int ldd,
    +
    582 const device U* C,
    +
    583 const int ldc,
    +
    584 const int fdc,
    +
    585 thread const Epilogue& epilogue_op) const {
    +
    586 // Adjust for simdgroup and thread location
    +
    587 C += (sm)*ldc + (sn)*fdc;
    +
    588 D += (sm)*ldd + sn;
    +
    589
    +
    590 constexpr short kelems = decltype(Ctile)::kElemsPerFrag;
    +
    591
    +
    592 // Loop over all simdgroup tiles
    +
    593 STEEL_PRAGMA_UNROLL
    +
    594 for (short i = 0; i < TM; i++) {
    +
    595 STEEL_PRAGMA_UNROLL
    +
    596 for (short j = 0; j < TN; j++) {
    +
    597 // Get accumulated result and associated offset in C
    +
    598 thread const auto& accum = Ctile.frag_at(i, j);
    +
    599 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    +
    600 int offset_d = (i * TM_stride) * ldd + (j * TN_stride);
    +
    601
    +
    602 // Apply epilogue
    +
    603 STEEL_PRAGMA_UNROLL
    +
    604 for (short k = 0; k < kelems; k++) {
    +
    605 D[offset_d + k] = epilogue_op.apply(accum[k], C[offset_c + k * fdc]);
    +
    606 }
    +
    607 }
    +
    608 }
    +
    609 }
    +
    +
    610
    +
    +
    611 METAL_FUNC void store_result_safe(
    +
    612 device U* D,
    +
    613 const int ldd,
    +
    614 const device U* C,
    +
    615 const int ldc,
    +
    616 const int fdc,
    +
    617 short2 dst_tile_dims,
    +
    618 thread const Epilogue& epilogue_op) const {
    +
    619 // Adjust for simdgroup and thread location
    +
    620 C += (sm)*ldc + (sn)*fdc;
    +
    621 D += (sm)*ldd + sn;
    +
    622 dst_tile_dims -= short2(sn, sm);
    +
    623
    +
    624 if (dst_tile_dims.x <= 0 || dst_tile_dims.y <= 0)
    +
    625 return;
    +
    626
    +
    627 constexpr short kelems = decltype(Ctile)::kElemsPerFrag;
    +
    628
    +
    629 STEEL_PRAGMA_UNROLL
    +
    630 for (int i = 0; i < TM; i++) {
    +
    631 if (i * TM_stride < dst_tile_dims.y) {
    +
    632 STEEL_PRAGMA_UNROLL
    +
    633 for (int j = 0; j < TN; j++) {
    +
    634 // Get accumulated result and associated offset in C
    +
    635 thread const auto& accum = Ctile.frag_at(i, j);
    +
    636 int offset_c = (i * TM_stride) * ldc + (j * TN_stride) * fdc;
    +
    637 int offset_d = (i * TM_stride) * ldd + (j * TN_stride);
    +
    638
    +
    639 // Apply epilogue
    +
    640 STEEL_PRAGMA_UNROLL
    +
    641 for (short k = 0; k < kelems; k++) {
    +
    642 if ((j * TN_stride + k) < dst_tile_dims.x) {
    +
    643 D[offset_d + k] =
    +
    644 epilogue_op.apply(accum[k], C[offset_c + k * fdc]);
    +
    645 }
    +
    646 }
    +
    647 }
    +
    648 }
    +
    649 }
    +
    650 }
    +
    +
    651};
    +
    +
    652
    +
    653} // namespace steel
    +
    654} // namespace mlx
    +
    integral_constant.h
    metal
    Definition bf16.h:265
    +
    metal::pointer_element_t
    typename pointer_element< remove_cv_t< T > >::type pointer_element_t
    Definition type_traits.h:51
    +
    mlx::steel::tile_matmad
    METAL_FUNC void tile_matmad(thread MMATile< T, M, N > &D, thread MMATile< U, M, K > &A, thread MMATile< U, K, N > &B, thread MMATile< T, M, N > &C)
    Definition mma.h:341
    mlx
    Definition allocator.h:7
    STEEL_PRAGMA_UNROLL
    #define STEEL_PRAGMA_UNROLL
    Definition defines.h:4
    STEEL_CONST
    #define STEEL_CONST
    Definition defines.h:3
    -
    mlx::steel::BlockMMA
    Definition mma.h:35
    -
    mlx::steel::BlockMMA::As_offset
    short As_offset
    Definition mma.h:72
    -
    mlx::steel::BlockMMA::jump_b
    STEEL_CONST short jump_b
    Definition mma.h:54
    -
    mlx::steel::BlockMMA::Bsimd
    simdgroup_matrix< AccumType, 8, 8 > Bsimd[TN]
    Definition mma.h:61
    -
    mlx::steel::BlockMMA::TM_stride
    STEEL_CONST short TM_stride
    Definition mma.h:37
    -
    mlx::steel::BlockMMA::mma
    METAL_FUNC void mma(const threadgroup T *As, const threadgroup T *Bs)
    Definition mma.h:93
    -
    mlx::steel::BlockMMA::results
    simdgroup_matrix< AccumType, 8, 8 > results[TM *TN]
    Definition mma.h:62
    -
    mlx::steel::BlockMMA::TN
    STEEL_CONST short TN
    Definition mma.h:44
    -
    mlx::steel::BlockMMA::store_result_safe
    METAL_FUNC void store_result_safe(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const Epilogue &epilogue_op) const
    Definition mma.h:320
    -
    mlx::steel::BlockMMA::store_result
    METAL_FUNC void store_result(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, thread const Epilogue &epilogue_op) const
    Definition mma.h:287
    -
    mlx::steel::BlockMMA::apply_epilogue
    METAL_FUNC void apply_epilogue(const device U *C, const int ldc, const int fdc, thread const BinaryEpilogue &epilogue_op)
    Definition mma.h:221
    -
    mlx::steel::BlockMMA::store_result
    METAL_FUNC void store_result(device U *D, const int ldd) const
    Definition mma.h:147
    -
    mlx::steel::BlockMMA::TN_stride
    STEEL_CONST short TN_stride
    Definition mma.h:39
    -
    mlx::steel::BlockMMA::tile_stride_a
    STEEL_CONST short tile_stride_a
    Definition mma.h:56
    -
    mlx::steel::BlockMMA::Asimd
    simdgroup_matrix< AccumType, 8, 8 > Asimd[TM]
    Definition mma.h:60
    -
    mlx::steel::BlockMMA::Bs_offset
    short Bs_offset
    Definition mma.h:73
    -
    mlx::steel::BlockMMA::apply_epilogue_safe
    METAL_FUNC void apply_epilogue_safe(const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const BinaryEpilogue &epilogue_op)
    Definition mma.h:247
    -
    mlx::steel::BlockMMA::BlockMMA
    METAL_FUNC BlockMMA(ushort simd_group_id, ushort simd_lane_id)
    Definition mma.h:76
    -
    mlx::steel::BlockMMA::sm
    short sm
    Definition mma.h:69
    -
    mlx::steel::BlockMMA::simd_stride_a
    STEEL_CONST short simd_stride_a
    Definition mma.h:47
    -
    mlx::steel::BlockMMA::tm
    const short tm
    Definition mma.h:66
    -
    mlx::steel::BlockMMA::TM
    STEEL_CONST short TM
    Definition mma.h:42
    -
    mlx::steel::BlockMMA::tn
    const short tn
    Definition mma.h:67
    -
    mlx::steel::BlockMMA::jump_a
    STEEL_CONST short jump_a
    Definition mma.h:53
    -
    mlx::steel::BlockMMA::sn
    short sn
    Definition mma.h:70
    -
    mlx::steel::BlockMMA::tile_stride_b
    STEEL_CONST short tile_stride_b
    Definition mma.h:57
    -
    mlx::steel::BlockMMA::simd_stride_b
    STEEL_CONST short simd_stride_b
    Definition mma.h:49
    -
    mlx::steel::BlockMMA::apply_epilogue
    METAL_FUNC void apply_epilogue(thread const UnaryEpilogue &epilogue_op)
    Definition mma.h:203
    -
    mlx::steel::BlockMMA::store_result_safe
    METAL_FUNC void store_result_safe(device U *D, const int ldd, short2 dst_tile_dims) const
    Definition mma.h:171
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::mma
    static METAL_FUNC constexpr void mma(thread mat_type &D, thread mat_type &A, thread mat_type &B, thread mat_type &C)
    Definition mma.h:164
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::store_safe
    static METAL_FUNC constexpr void store_safe(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
    Definition mma.h:122
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::mat_type
    metal::simdgroup_matrix< T, kFragRows, kFragCols > mat_type
    Definition mma.h:46
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::get_coord
    static METAL_FUNC constexpr short2 get_coord(ushort simd_lane_id)
    Definition mma.h:49
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::mma
    static METAL_FUNC constexpr void mma(thread frag_type &D, thread frag_type &A, thread frag_type &B, thread frag_type &C)
    Definition mma.h:145
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::store
    static METAL_FUNC constexpr void store(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y)
    Definition mma.h:102
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::load
    static METAL_FUNC constexpr void load(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y)
    Definition mma.h:59
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::load_safe
    static METAL_FUNC constexpr void load_safe(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
    Definition mma.h:77
    +
    mlx::steel::BaseMMAFrag< T, 8, 8 >::frag_type
    metal::vec< T, kElemsPerFrag > frag_type
    Definition mma.h:47
    +
    mlx::steel::BaseMMAFrag
    Definition mma.h:23
    +
    mlx::steel::BlockMMA
    Definition mma.h:377
    +
    mlx::steel::BlockMMA::store_result
    METAL_FUNC void store_result(device U *D, const int ldd)
    Definition mma.h:464
    +
    mlx::steel::BlockMMA::store_result_safe
    METAL_FUNC void store_result_safe(device U *D, const int ldd, short2 dst_tile_dims)
    Definition mma.h:478
    +
    mlx::steel::BlockMMA::As_offset
    short As_offset
    Definition mma.h:413
    +
    mlx::steel::BlockMMA::Btile
    MMATile< AccumType, 1, TN, MMAFrag_acc_t > Btile
    Definition mma.h:406
    +
    mlx::steel::BlockMMA::A_str_k
    STEEL_CONST short A_str_k
    Definition mma.h:394
    +
    mlx::steel::BlockMMA::B_str_n
    STEEL_CONST short B_str_n
    Definition mma.h:398
    +
    mlx::steel::BlockMMA::TM_stride
    STEEL_CONST short TM_stride
    Definition mma.h:383
    +
    mlx::steel::BlockMMA::mma
    METAL_FUNC void mma(const threadgroup T *As, const threadgroup T *Bs)
    Definition mma.h:437
    +
    mlx::steel::BlockMMA::TN
    STEEL_CONST short TN
    Definition mma.h:390
    +
    mlx::steel::BlockMMA::store_result_safe
    METAL_FUNC void store_result_safe(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const Epilogue &epilogue_op) const
    Definition mma.h:611
    +
    mlx::steel::BlockMMA::store_result
    METAL_FUNC void store_result(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, thread const Epilogue &epilogue_op) const
    Definition mma.h:579
    +
    mlx::steel::BlockMMA::Ctile
    MMATile< AccumType, TM, TN, MMAFrag_acc_t > Ctile
    Definition mma.h:407
    +
    mlx::steel::BlockMMA::apply_epilogue
    METAL_FUNC void apply_epilogue(const device U *C, const int ldc, const int fdc, thread const BinaryEpilogue &epilogue_op)
    Definition mma.h:507
    +
    mlx::steel::BlockMMA::TN_stride
    STEEL_CONST short TN_stride
    Definition mma.h:385
    +
    mlx::steel::BlockMMA::tile_stride_a
    STEEL_CONST short tile_stride_a
    Definition mma.h:401
    +
    mlx::steel::BlockMMA::Bs_offset
    short Bs_offset
    Definition mma.h:414
    +
    mlx::steel::BlockMMA::apply_epilogue_safe
    METAL_FUNC void apply_epilogue_safe(const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const BinaryEpilogue &epilogue_op)
    Definition mma.h:535
    +
    mlx::steel::BlockMMA::BlockMMA
    METAL_FUNC BlockMMA(ushort simd_group_id, ushort simd_lane_id)
    Definition mma.h:417
    +
    mlx::steel::BlockMMA::B_str_k
    STEEL_CONST short B_str_k
    Definition mma.h:397
    +
    mlx::steel::BlockMMA::sm
    short sm
    Definition mma.h:410
    +
    mlx::steel::BlockMMA::A_str_m
    STEEL_CONST short A_str_m
    Definition mma.h:393
    +
    mlx::steel::BlockMMA::TM
    STEEL_CONST short TM
    Definition mma.h:388
    +
    mlx::steel::BlockMMA::sn
    short sn
    Definition mma.h:411
    +
    mlx::steel::BlockMMA::tile_stride_b
    STEEL_CONST short tile_stride_b
    Definition mma.h:402
    +
    mlx::steel::BlockMMA::kFragSize
    STEEL_CONST short kFragSize
    Definition mma.h:379
    +
    mlx::steel::BlockMMA::Atile
    MMATile< AccumType, TM, 1, MMAFrag_acc_t > Atile
    Definition mma.h:405
    +
    mlx::steel::BlockMMA::apply_epilogue
    METAL_FUNC void apply_epilogue(thread const UnaryEpilogue &epilogue_op)
    Definition mma.h:497
    +
    mlx::steel::MMATile
    Definition mma.h:178
    +
    mlx::steel::MMATile::frag_at
    METAL_FUNC constexpr thread frag_type & frag_at(const short i, const short j)
    Definition mma.h:208
    +
    mlx::steel::MMATile::kTileRows
    STEEL_CONST int kTileRows
    Definition mma.h:185
    +
    mlx::steel::MMATile::mat_type
    MMAFrag_t::mat_type mat_type
    Definition mma.h:194
    +
    mlx::steel::MMATile::store
    METAL_FUNC void store(threadgroup U *dst) const
    Definition mma.h:253
    +
    mlx::steel::MMATile::mat_at
    METAL_FUNC mat_type mat_at(const short i, const short j)
    Definition mma.h:218
    +
    mlx::steel::MMATile::kTileCols
    STEEL_CONST int kTileCols
    Definition mma.h:186
    +
    mlx::steel::MMATile::store_safe
    METAL_FUNC void store_safe(device U *dst, const int ld, const short2 dst_tile_dims) const
    Definition mma.h:321
    +
    mlx::steel::MMATile::kFragRows
    STEEL_CONST int kFragRows
    Definition mma.h:181
    +
    mlx::steel::MMATile::frag_type
    MMAFrag_t::frag_type frag_type
    Definition mma.h:195
    +
    mlx::steel::MMATile::kRows
    STEEL_CONST int kRows
    Definition mma.h:188
    +
    mlx::steel::MMATile::store
    METAL_FUNC void store(device U *dst, const int ld) const
    Definition mma.h:285
    +
    mlx::steel::MMATile::elem_type
    T elem_type
    Definition mma.h:180
    +
    mlx::steel::MMATile::elems
    METAL_FUNC thread elem_type * elems()
    Definition mma.h:227
    +
    mlx::steel::MMATile::kCols
    STEEL_CONST int kCols
    Definition mma.h:189
    +
    mlx::steel::MMATile::kElemsPerTile
    STEEL_CONST int kElemsPerTile
    Definition mma.h:192
    +
    mlx::steel::MMATile::load_safe
    METAL_FUNC void load_safe(const device U *src, const int ld, const short2 src_tile_dims)
    Definition mma.h:301
    +
    mlx::steel::MMATile::MMATile
    METAL_FUNC MMATile() thread
    Definition mma.h:199
    +
    mlx::steel::MMATile::load
    METAL_FUNC void load(const threadgroup U *src)
    Definition mma.h:236
    +
    mlx::steel::MMATile::clear
    METAL_FUNC constexpr void clear()
    Definition mma.h:201
    +
    mlx::steel::MMATile::load
    METAL_FUNC void load(const device U *src, const int ld)
    Definition mma.h:270
    +
    mlx::steel::MMATile::MMAFrag_t
    MMAFrag_ MMAFrag_t
    Definition mma.h:179
    +
    mlx::steel::MMATile::val_frags
    frag_type val_frags[kNumFrags]
    Definition mma.h:197
    +
    mlx::steel::MMATile::kFragCols
    STEEL_CONST int kFragCols
    Definition mma.h:182
    +
    mlx::steel::MMATile::frag_at
    METAL_FUNC constexpr const thread frag_type & frag_at(const short i, const short j) const
    Definition mma.h:212
    +
    mlx::steel::MMATile::elems
    METAL_FUNC const thread elem_type * elems() const
    Definition mma.h:231
    +
    mlx::steel::MMATile::kNumFrags
    STEEL_CONST int kNumFrags
    Definition mma.h:191
    +
    mlx::steel::MMATile::kElemsPerFrag
    STEEL_CONST int kElemsPerFrag
    Definition mma.h:183
    +
    mlx::steel::integral_constant
    Definition integral_constant.h:18
    diff --git a/docs/build/html/namespacemembers_b.html b/docs/build/html/namespacemembers_b.html index 146b8bf25..a25b68434 100644 --- a/docs/build/html/namespacemembers_b.html +++ b/docs/build/html/namespacemembers_b.html @@ -101,6 +101,7 @@ $(function(){ initResizable(false); });
  • bitwise_xor() : mlx::core
  • block_masked_mm() : mlx::core
  • bool_ : mlx::core
    • +
  • bool_constant : mlx::steel
  • broadcast_arrays() : mlx::core
  • broadcast_shapes() : mlx::core
  • broadcast_to() : mlx::core
    • diff --git a/docs/build/html/namespacemembers_f.html b/docs/build/html/namespacemembers_f.html index 08003364f..2813752ca 100644 --- a/docs/build/html/namespacemembers_f.html +++ b/docs/build/html/namespacemembers_f.html @@ -88,6 +88,7 @@ $(function(){ initResizable(false); });

    - f -

    diff --git a/docs/build/html/namespacemembers_func_s.html b/docs/build/html/namespacemembers_func_s.html index d13033d67..df9da014d 100644 --- a/docs/build/html/namespacemembers_func_s.html +++ b/docs/build/html/namespacemembers_func_s.html @@ -157,7 +157,7 @@ $(function(){ initResizable(false); });
  • stop_gradient() : mlx::core
  • strided_reduce_general_dispatch() : mlx::core
  • subtract() : mlx::core
    • -
  • sum() : mlx::core
    • +
  • sum() : mlx::core, mlx::steel
  • svd() : mlx::core::linalg
  • swapaxes() : mlx::core
  • synchronize() : mlx::core
    • diff --git a/docs/build/html/namespacemembers_func_t.html b/docs/build/html/namespacemembers_func_t.html index 06ad5bf38..1a7e5d089 100644 --- a/docs/build/html/namespacemembers_func_t.html +++ b/docs/build/html/namespacemembers_func_t.html @@ -102,6 +102,7 @@ $(function(){ initResizable(false); });
  • thread_pool() : mlx::core::io
  • threefry2x32_hash() : mlx::core::random
  • tile() : mlx::core
    • +
  • tile_matmad() : mlx::steel
  • to_bnns_dtype() : mlx::core
  • to_stream() : mlx::core
  • topk() : mlx::core
    • diff --git a/docs/build/html/namespacemembers_i.html b/docs/build/html/namespacemembers_i.html index b36c9ac57..3d60ce777 100644 --- a/docs/build/html/namespacemembers_i.html +++ b/docs/build/html/namespacemembers_i.html @@ -95,6 +95,7 @@ $(function(){ initResizable(false); });
  • inexact : mlx::core
  • init() : mlx::core::distributed
  • inner() : mlx::core
    • +
  • Int : mlx::steel
  • int16 : mlx::core
  • int32 : mlx::core
  • int64 : mlx::core
    • @@ -108,6 +109,7 @@ $(function(){ initResizable(false); });
  • is_arrays_v : mlx::core
  • is_available() : mlx::core::distributed, mlx::core::metal
  • is_donatable() : mlx::core
    • +
  • is_integral_v : mlx::steel
  • is_power_of_2() : mlx::core
  • is_same_shape() : mlx::core
  • is_scalar() : mlx::core
    • diff --git a/docs/build/html/namespacemembers_o.html b/docs/build/html/namespacemembers_o.html index e9c5159f2..6e1663a2b 100644 --- a/docs/build/html/namespacemembers_o.html +++ b/docs/build/html/namespacemembers_o.html @@ -89,31 +89,31 @@ $(function(){ initResizable(false); });

    - o -

    diff --git a/docs/build/html/namespacemembers_p.html b/docs/build/html/namespacemembers_p.html index e60bfe35f..6c0680f61 100644 --- a/docs/build/html/namespacemembers_p.html +++ b/docs/build/html/namespacemembers_p.html @@ -94,6 +94,7 @@ $(function(){ initResizable(false); });
  • pinv() : mlx::core::linalg
  • PM() : pocketfft::detail
  • PMINPLACE() : pocketfft::detail
    • +
  • pointer_element_t : metal
  • pow() : metal::fast, metal, metal::precise
  • power() : mlx::core
  • powr() : metal::fast, metal, metal::precise
    • diff --git a/docs/build/html/namespacemembers_s.html b/docs/build/html/namespacemembers_s.html index 8af8b7db0..d4f255a4f 100644 --- a/docs/build/html/namespacemembers_s.html +++ b/docs/build/html/namespacemembers_s.html @@ -163,7 +163,7 @@ $(function(){ initResizable(false); });
  • stride_t : pocketfft::detail
  • strided_reduce_general_dispatch() : mlx::core
  • subtract() : mlx::core
    • -
  • sum() : mlx::core
    • +
  • sum() : mlx::core, mlx::steel
  • svd() : mlx::core::linalg
  • swapaxes() : mlx::core
  • synchronize() : mlx::core
    • diff --git a/docs/build/html/namespacemembers_t.html b/docs/build/html/namespacemembers_t.html index ec87a9130..299d396fd 100644 --- a/docs/build/html/namespacemembers_t.html +++ b/docs/build/html/namespacemembers_t.html @@ -103,6 +103,7 @@ $(function(){ initResizable(false); });
  • thread_pool() : mlx::core::io
  • threefry2x32_hash() : mlx::core::random
  • tile() : mlx::core
    • +
  • tile_matmad() : mlx::steel
  • to_bnns_dtype() : mlx::core
  • to_stream() : mlx::core
  • topk() : mlx::core
    • @@ -112,6 +113,7 @@ $(function(){ initResizable(false); });
  • tri_inv() : mlx::core::linalg
  • tril() : mlx::core
  • triu() : mlx::core
    • +
  • true_type : mlx::steel
  • trunc() : metal::fast, metal::precise, metal
  • truncated_normal() : mlx::core::random
  • type_to_name() : mlx::core
    • diff --git a/docs/build/html/namespacemembers_type.html b/docs/build/html/namespacemembers_type.html index e014d6a04..9b19e71c1 100644 --- a/docs/build/html/namespacemembers_type.html +++ b/docs/build/html/namespacemembers_type.html @@ -86,20 +86,26 @@ $(function(){ initResizable(false); });
    Here is a list of all namespace typedefs with links to the namespace documentation for each typedef:
    diff --git a/docs/build/html/namespacemembers_v.html b/docs/build/html/namespacemembers_v.html index 4b2779525..642726e40 100644 --- a/docs/build/html/namespacemembers_v.html +++ b/docs/build/html/namespacemembers_v.html @@ -95,6 +95,7 @@ $(function(){ initResizable(false); });
  • vmap() : mlx::core
  • vmap_replace() : mlx::core::detail
  • vmap_trace() : mlx::core::detail
    • +
  • void_t : metal
  • vtype_t : pocketfft::detail
    • diff --git a/docs/build/html/namespacemembers_vars.html b/docs/build/html/namespacemembers_vars.html index 2581b0c1c..9aafac29a 100644 --- a/docs/build/html/namespacemembers_vars.html +++ b/docs/build/html/namespacemembers_vars.html @@ -131,6 +131,7 @@ $(function(){ initResizable(false); });
  • integer : mlx::core
  • is_array_v : mlx::core
  • is_arrays_v : mlx::core
    • +
  • is_integral_v : mlx::steel
    • diff --git a/docs/build/html/namespacemetal.html b/docs/build/html/namespacemetal.html index 7ac16cbed..bfee13a68 100644 --- a/docs/build/html/namespacemetal.html +++ b/docs/build/html/namespacemetal.html @@ -87,6 +87,7 @@ $(function(){ initResizable(false); });
    Namespaces | Classes | +Typedefs | Functions
    metal Namespace Reference
    @@ -103,6 +104,31 @@ Namespaces Classes struct  _numeric_limits_impl< bfloat16_t >   +struct  is_empty +  +struct  is_static +  +struct  make_void +  +struct  pointer_element +  +struct  pointer_element< constant T * > +  +struct  pointer_element< device T * > +  +struct  pointer_element< thread T * > +  +struct  pointer_element< threadgroup T * > +  + + + + + + + +

    +Typedefs

    template<typename... Ts>
    using void_t = typename make_void<Ts...>::type
     
    template<typename T >
    using pointer_element_t = typename pointer_element<remove_cv_t<T>>::type
     
    @@ -251,6 +277,39 @@ Functions

    Functions

    METAL_FUNC bfloat16_t simd_xor (bfloat16_t data)
     
    +

    Typedef Documentation

    + +

    ◆ pointer_element_t

    + +
    +
    +
    +template<typename T >
    + + + + +
    using metal::pointer_element_t = typename pointer_element<remove_cv_t<T>>::type
    +
    + +
    +
    + +

    ◆ void_t

    + +
    +
    +
    +template<typename... Ts>
    + + + + +
    using metal::void_t = typename make_void<Ts...>::type
    +
    + +
    +

    Function Documentation

    ◆ abs()

    diff --git a/docs/build/html/namespacemlx_1_1steel.html b/docs/build/html/namespacemlx_1_1steel.html index 7b20fe9f0..9d7a7e158 100644 --- a/docs/build/html/namespacemlx_1_1steel.html +++ b/docs/build/html/namespacemlx_1_1steel.html @@ -89,7 +89,10 @@ $(function(){ initResizable(false); });
    -Classes
    +Classes | +Typedefs | +Functions | +Variables
    mlx::steel Namespace Reference
    @@ -98,6 +101,10 @@ $(function(){ initResizable(false); }); Classes struct  AccumHelper   +struct  BaseMMAFrag +  +struct  BaseMMAFrag< T, 8, 8 > +  struct  BlockLoader   struct  BlockMMA @@ -142,15 +149,640 @@ Classes   struct  ImplicitGemmConv2DParams   +struct  integral_constant +  +struct  is_integral +  +struct  is_integral< integral_constant< T, v > > +  struct  LoopAlignment   +struct  MMATile +  struct  TransformAdd   struct  TransformAxpby   struct  TransformNone   + + + + + + + + + + + + +

    +Typedefs

    template<bool B>
    using bool_constant = integral_constant<bool, B>
     
    using true_type = bool_constant<true>
     
    using false_type = bool_constant<false>
     
    template<int val>
    using Int = integral_constant<int, val>
     
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Functions

    template<typename T , typename U , int M, int N, int K>
    METAL_FUNC void tile_matmad (thread MMATile< T, M, N > &D, thread MMATile< U, M, K > &A, thread MMATile< U, K, N > &B, thread MMATile< T, M, N > &C)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator+ (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator- (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator* (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator/ (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator== (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator!= (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator< (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator> (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator<= (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator>= (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator&& (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T , T tv, typename U , U uv>
    METAL_FUNC constexpr auto operator|| (integral_constant< T, tv >, integral_constant< U, uv >)
     
    template<typename T >
    METAL_FUNC constexpr T sum (T x)
     
    template<typename T , typename... Us>
    METAL_FUNC constexpr auto sum (T x, Us... us)
     
    + + + +

    +Variables

    template<typename T >
    constexpr constant bool is_integral_v = is_integral<T>::value
     
    +

    Typedef Documentation

    + +

    ◆ bool_constant

    + +
    +
    +
    +template<bool B>
    + + + + +
    using mlx::steel::bool_constant = integral_constant<bool, B>
    +
    + +
    +
    + +

    ◆ false_type

    + +
    +
    + + + + +
    using mlx::steel::false_type = bool_constant<false>
    +
    + +
    +
    + +

    ◆ Int

    + +
    +
    +
    +template<int val>
    + + + + +
    using mlx::steel::Int = integral_constant<int, val>
    +
    + +
    +
    + +

    ◆ true_type

    + +
    +
    + + + + +
    using mlx::steel::true_type = bool_constant<true>
    +
    + +
    +
    +

    Function Documentation

    + +

    ◆ operator!=()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator!= (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator&&()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator&& (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator*()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator* (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator+()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator+ (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator-()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator- (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator/()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator/ (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator<()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator< (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator<=()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator<= (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator==()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator== (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator>()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator> (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator>=()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator>= (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ operator||()

    + +
    +
    +
    +template<typename T , T tv, typename U , U uv>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::operator|| (integral_constant< T, tv > ,
    integral_constant< U, uv >  )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ sum() [1/2]

    + +
    +
    +
    +template<typename T >
    + + + + + +
    + + + + + + + +
    METAL_FUNC constexpr T mlx::steel::sum (T x)
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ sum() [2/2]

    + +
    +
    +
    +template<typename T , typename... Us>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr auto mlx::steel::sum (T x,
    Us... us )
    +     		+constexpr
    +
    + +
    +
    + +

    ◆ tile_matmad()

    + +
    +
    +
    +template<typename T , typename U , int M, int N, int K>
    + + + + + + + + + + + + + + + + + + + + + +
    METAL_FUNC void mlx::steel::tile_matmad (thread MMATile< T, M, N > & D,
    thread MMATile< U, M, K > & A,
    thread MMATile< U, K, N > & B,
    thread MMATile< T, M, N > & C )
    +
    + +
    +
    +

    Variable Documentation

    + +

    ◆ is_integral_v

    + +
    +
    +
    +template<typename T >
    + + + + + +
    + + + + +
    constant bool mlx::steel::is_integral_v = is_integral<T>::value
    +     		+constexpr
    +
    + +
    +
    diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv index 486b6bc1b..09d45c0a2 100644 Binary files a/docs/build/html/objects.inv and b/docs/build/html/objects.inv differ diff --git a/docs/build/html/python/_autosummary/mlx.core.Device.html b/docs/build/html/python/_autosummary/mlx.core.Device.html index 347d603e1..107a3f5d7 100644 --- a/docs/build/html/python/_autosummary/mlx.core.Device.html +++ b/docs/build/html/python/_autosummary/mlx.core.Device.html @@ -8,7 +8,7 @@ - mlx.core.Device — MLX 0.19.1 documentation + mlx.core.Device — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home
    diff --git a/docs/build/html/python/_autosummary/mlx.core.Dtype.html b/docs/build/html/python/_autosummary/mlx.core.Dtype.html index 5b0486ba1..ab8dd3712 100644 --- a/docs/build/html/python/_autosummary/mlx.core.Dtype.html +++ b/docs/build/html/python/_autosummary/mlx.core.Dtype.html @@ -8,7 +8,7 @@ - mlx.core.Dtype — MLX 0.19.1 documentation + mlx.core.Dtype — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home
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mlx.core.array.rsqrt — MLX 0.19.1 documentation + mlx.core.array.rsqrt — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.shape.html b/docs/build/html/python/_autosummary/mlx.core.array.shape.html index 5890585e5..3ae33c879 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.shape.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.shape.html @@ -8,7 +8,7 @@ - mlx.core.array.shape — MLX 0.19.1 documentation + mlx.core.array.shape — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.sin.html b/docs/build/html/python/_autosummary/mlx.core.array.sin.html index c9ca12ff6..7719ac3ce 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.sin.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.sin.html @@ -8,7 +8,7 @@ - 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mlx.core.array.split — MLX 0.19.1 documentation + mlx.core.array.split — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.sqrt.html b/docs/build/html/python/_autosummary/mlx.core.array.sqrt.html index f8de1c9bb..e3fb8990d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.sqrt.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.sqrt.html @@ -8,7 +8,7 @@ - mlx.core.array.sqrt — MLX 0.19.1 documentation + mlx.core.array.sqrt — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.square.html b/docs/build/html/python/_autosummary/mlx.core.array.square.html index 0294d66bd..e634a2da4 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.square.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.square.html @@ -8,7 +8,7 @@ - mlx.core.array.square — MLX 0.19.1 documentation + mlx.core.array.square — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.squeeze.html b/docs/build/html/python/_autosummary/mlx.core.array.squeeze.html index eb16476e6..d9b3e4e9a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.squeeze.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.squeeze.html @@ -8,7 +8,7 @@ - mlx.core.array.squeeze — MLX 0.19.1 documentation + mlx.core.array.squeeze — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.std.html b/docs/build/html/python/_autosummary/mlx.core.array.std.html index 7bc2de381..26ec1ebc1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.std.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.std.html @@ -8,7 +8,7 @@ - mlx.core.array.std — MLX 0.19.1 documentation + mlx.core.array.std — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.sum.html b/docs/build/html/python/_autosummary/mlx.core.array.sum.html index 7bdd75a66..9e7a78e8f 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.sum.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.sum.html @@ -8,7 +8,7 @@ - mlx.core.array.sum — MLX 0.19.1 documentation + mlx.core.array.sum — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.swapaxes.html b/docs/build/html/python/_autosummary/mlx.core.array.swapaxes.html index fabef113e..ac41a38a4 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.swapaxes.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.swapaxes.html @@ -8,7 +8,7 @@ - mlx.core.array.swapaxes — MLX 0.19.1 documentation + mlx.core.array.swapaxes — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.tolist.html b/docs/build/html/python/_autosummary/mlx.core.array.tolist.html index 054d9e12a..4373ebb7c 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.tolist.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.tolist.html @@ -8,7 +8,7 @@ - mlx.core.array.tolist — MLX 0.19.1 documentation + mlx.core.array.tolist — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.transpose.html b/docs/build/html/python/_autosummary/mlx.core.array.transpose.html index 24d6270da..cb975d360 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.transpose.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.transpose.html @@ -8,7 +8,7 @@ - mlx.core.array.transpose — MLX 0.19.1 documentation + mlx.core.array.transpose — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.var.html b/docs/build/html/python/_autosummary/mlx.core.array.var.html index 447aa0a59..9f52c3423 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.var.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.var.html @@ -8,7 +8,7 @@ - mlx.core.array.var — MLX 0.19.1 documentation + mlx.core.array.var — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array.view.html b/docs/build/html/python/_autosummary/mlx.core.array.view.html index 486875ea7..8509ae254 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array.view.html +++ b/docs/build/html/python/_autosummary/mlx.core.array.view.html @@ -8,7 +8,7 @@ - mlx.core.array.view — MLX 0.19.1 documentation + mlx.core.array.view — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.array_equal.html b/docs/build/html/python/_autosummary/mlx.core.array_equal.html index 7c3d2871a..3d1028059 100644 --- a/docs/build/html/python/_autosummary/mlx.core.array_equal.html +++ b/docs/build/html/python/_autosummary/mlx.core.array_equal.html @@ -8,7 +8,7 @@ - mlx.core.array_equal — MLX 0.19.1 documentation + mlx.core.array_equal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.as_strided.html b/docs/build/html/python/_autosummary/mlx.core.as_strided.html index 0069eaa08..00c025509 100644 --- a/docs/build/html/python/_autosummary/mlx.core.as_strided.html +++ b/docs/build/html/python/_autosummary/mlx.core.as_strided.html @@ -8,7 +8,7 @@ - mlx.core.as_strided — MLX 0.19.1 documentation + mlx.core.as_strided — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.atleast_1d.html b/docs/build/html/python/_autosummary/mlx.core.atleast_1d.html index 1ce2f12b6..15a30fe1e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.atleast_1d.html +++ b/docs/build/html/python/_autosummary/mlx.core.atleast_1d.html @@ -8,7 +8,7 @@ - mlx.core.atleast_1d — MLX 0.19.1 documentation + mlx.core.atleast_1d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.atleast_2d.html b/docs/build/html/python/_autosummary/mlx.core.atleast_2d.html index 6411147d2..e8fd62894 100644 --- a/docs/build/html/python/_autosummary/mlx.core.atleast_2d.html +++ b/docs/build/html/python/_autosummary/mlx.core.atleast_2d.html @@ -8,7 +8,7 @@ - mlx.core.atleast_2d — MLX 0.19.1 documentation + mlx.core.atleast_2d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.atleast_3d.html b/docs/build/html/python/_autosummary/mlx.core.atleast_3d.html index 4277b2630..1f10455fd 100644 --- a/docs/build/html/python/_autosummary/mlx.core.atleast_3d.html +++ b/docs/build/html/python/_autosummary/mlx.core.atleast_3d.html @@ -8,7 +8,7 @@ - mlx.core.atleast_3d — MLX 0.19.1 documentation + mlx.core.atleast_3d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.bitwise_and.html b/docs/build/html/python/_autosummary/mlx.core.bitwise_and.html index 6db631bfd..5cc3a7196 100644 --- a/docs/build/html/python/_autosummary/mlx.core.bitwise_and.html +++ b/docs/build/html/python/_autosummary/mlx.core.bitwise_and.html @@ -8,7 +8,7 @@ - mlx.core.bitwise_and — MLX 0.19.1 documentation + mlx.core.bitwise_and — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.bitwise_or.html b/docs/build/html/python/_autosummary/mlx.core.bitwise_or.html index 83fdb0bcd..cac45446d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.bitwise_or.html +++ b/docs/build/html/python/_autosummary/mlx.core.bitwise_or.html @@ -8,7 +8,7 @@ - mlx.core.bitwise_or — MLX 0.19.1 documentation + mlx.core.bitwise_or — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.bitwise_xor.html b/docs/build/html/python/_autosummary/mlx.core.bitwise_xor.html index ec6b34a91..d1e5a1ffe 100644 --- a/docs/build/html/python/_autosummary/mlx.core.bitwise_xor.html +++ b/docs/build/html/python/_autosummary/mlx.core.bitwise_xor.html @@ -8,7 +8,7 @@ - mlx.core.bitwise_xor — MLX 0.19.1 documentation + mlx.core.bitwise_xor — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.block_masked_mm.html b/docs/build/html/python/_autosummary/mlx.core.block_masked_mm.html index a4d5e7b3c..f35b5b9df 100644 --- a/docs/build/html/python/_autosummary/mlx.core.block_masked_mm.html +++ b/docs/build/html/python/_autosummary/mlx.core.block_masked_mm.html @@ -8,7 +8,7 @@ - mlx.core.block_masked_mm — MLX 0.19.1 documentation + mlx.core.block_masked_mm — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.broadcast_to.html b/docs/build/html/python/_autosummary/mlx.core.broadcast_to.html index 9bd4ae1a6..49c4abfda 100644 --- a/docs/build/html/python/_autosummary/mlx.core.broadcast_to.html +++ b/docs/build/html/python/_autosummary/mlx.core.broadcast_to.html @@ -8,7 +8,7 @@ - mlx.core.broadcast_to — MLX 0.19.1 documentation + mlx.core.broadcast_to — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.ceil.html b/docs/build/html/python/_autosummary/mlx.core.ceil.html index 16f84686d..9e65290bc 100644 --- a/docs/build/html/python/_autosummary/mlx.core.ceil.html +++ b/docs/build/html/python/_autosummary/mlx.core.ceil.html @@ -8,7 +8,7 @@ - mlx.core.ceil — MLX 0.19.1 documentation + mlx.core.ceil — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.clip.html b/docs/build/html/python/_autosummary/mlx.core.clip.html index 4f525e678..23e763cae 100644 --- a/docs/build/html/python/_autosummary/mlx.core.clip.html +++ b/docs/build/html/python/_autosummary/mlx.core.clip.html @@ -8,7 +8,7 @@ - mlx.core.clip — MLX 0.19.1 documentation + mlx.core.clip — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.compile.html b/docs/build/html/python/_autosummary/mlx.core.compile.html index a80db0d15..f59611ef2 100644 --- a/docs/build/html/python/_autosummary/mlx.core.compile.html +++ b/docs/build/html/python/_autosummary/mlx.core.compile.html @@ -8,7 +8,7 @@ - mlx.core.compile — MLX 0.19.1 documentation + mlx.core.compile — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.concatenate.html b/docs/build/html/python/_autosummary/mlx.core.concatenate.html index fdf3e675e..f18414ffe 100644 --- a/docs/build/html/python/_autosummary/mlx.core.concatenate.html +++ b/docs/build/html/python/_autosummary/mlx.core.concatenate.html @@ -8,7 +8,7 @@ - mlx.core.concatenate — MLX 0.19.1 documentation + mlx.core.concatenate — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conj.html b/docs/build/html/python/_autosummary/mlx.core.conj.html index 8d31fc1c5..ee211d289 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conj.html +++ b/docs/build/html/python/_autosummary/mlx.core.conj.html @@ -8,7 +8,7 @@ - mlx.core.conj — MLX 0.19.1 documentation + mlx.core.conj — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conjugate.html b/docs/build/html/python/_autosummary/mlx.core.conjugate.html index a1ae03b91..8ccbba101 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conjugate.html +++ b/docs/build/html/python/_autosummary/mlx.core.conjugate.html @@ -8,7 +8,7 @@ - mlx.core.conjugate — MLX 0.19.1 documentation + mlx.core.conjugate — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conv1d.html b/docs/build/html/python/_autosummary/mlx.core.conv1d.html index 72645a999..eeed51b47 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conv1d.html +++ b/docs/build/html/python/_autosummary/mlx.core.conv1d.html @@ -8,7 +8,7 @@ - mlx.core.conv1d — MLX 0.19.1 documentation + mlx.core.conv1d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conv2d.html b/docs/build/html/python/_autosummary/mlx.core.conv2d.html index 9dabd0b30..06aa705f2 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conv2d.html +++ b/docs/build/html/python/_autosummary/mlx.core.conv2d.html @@ -8,7 +8,7 @@ - mlx.core.conv2d — MLX 0.19.1 documentation + mlx.core.conv2d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conv3d.html b/docs/build/html/python/_autosummary/mlx.core.conv3d.html index 7c80953a4..ac2b9eeb4 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conv3d.html +++ b/docs/build/html/python/_autosummary/mlx.core.conv3d.html @@ -8,7 +8,7 @@ - mlx.core.conv3d — MLX 0.19.1 documentation + mlx.core.conv3d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conv_general.html b/docs/build/html/python/_autosummary/mlx.core.conv_general.html index 4e62c859d..b9b06a16b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conv_general.html +++ b/docs/build/html/python/_autosummary/mlx.core.conv_general.html @@ -8,7 +8,7 @@ - mlx.core.conv_general — MLX 0.19.1 documentation + mlx.core.conv_general — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conv_transpose1d.html b/docs/build/html/python/_autosummary/mlx.core.conv_transpose1d.html index ecf52884c..f1811611e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conv_transpose1d.html +++ b/docs/build/html/python/_autosummary/mlx.core.conv_transpose1d.html @@ -8,7 +8,7 @@ - mlx.core.conv_transpose1d — MLX 0.19.1 documentation + mlx.core.conv_transpose1d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conv_transpose2d.html b/docs/build/html/python/_autosummary/mlx.core.conv_transpose2d.html index 15573f79c..36655c097 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conv_transpose2d.html +++ b/docs/build/html/python/_autosummary/mlx.core.conv_transpose2d.html @@ -8,7 +8,7 @@ - mlx.core.conv_transpose2d — MLX 0.19.1 documentation + mlx.core.conv_transpose2d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.conv_transpose3d.html b/docs/build/html/python/_autosummary/mlx.core.conv_transpose3d.html index d2ba48ca4..044e10299 100644 --- a/docs/build/html/python/_autosummary/mlx.core.conv_transpose3d.html +++ b/docs/build/html/python/_autosummary/mlx.core.conv_transpose3d.html @@ -8,7 +8,7 @@ - mlx.core.conv_transpose3d — MLX 0.19.1 documentation + mlx.core.conv_transpose3d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.convolve.html b/docs/build/html/python/_autosummary/mlx.core.convolve.html index d5385efa7..2c16b6196 100644 --- a/docs/build/html/python/_autosummary/mlx.core.convolve.html +++ b/docs/build/html/python/_autosummary/mlx.core.convolve.html @@ -8,7 +8,7 @@ - mlx.core.convolve — MLX 0.19.1 documentation + mlx.core.convolve — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.cos.html b/docs/build/html/python/_autosummary/mlx.core.cos.html index b5e98e524..5d7505bfa 100644 --- a/docs/build/html/python/_autosummary/mlx.core.cos.html +++ b/docs/build/html/python/_autosummary/mlx.core.cos.html @@ -8,7 +8,7 @@ - mlx.core.cos — MLX 0.19.1 documentation + mlx.core.cos — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.cosh.html b/docs/build/html/python/_autosummary/mlx.core.cosh.html index 2c0e55971..35720114f 100644 --- a/docs/build/html/python/_autosummary/mlx.core.cosh.html +++ b/docs/build/html/python/_autosummary/mlx.core.cosh.html @@ -8,7 +8,7 @@ - mlx.core.cosh — MLX 0.19.1 documentation + mlx.core.cosh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.cummax.html b/docs/build/html/python/_autosummary/mlx.core.cummax.html index 1f991fe7d..c9ad09422 100644 --- a/docs/build/html/python/_autosummary/mlx.core.cummax.html +++ b/docs/build/html/python/_autosummary/mlx.core.cummax.html @@ -8,7 +8,7 @@ - mlx.core.cummax — MLX 0.19.1 documentation + mlx.core.cummax — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.cummin.html b/docs/build/html/python/_autosummary/mlx.core.cummin.html index f2de3c911..8be4f33cc 100644 --- a/docs/build/html/python/_autosummary/mlx.core.cummin.html +++ b/docs/build/html/python/_autosummary/mlx.core.cummin.html @@ -8,7 +8,7 @@ - mlx.core.cummin — MLX 0.19.1 documentation + mlx.core.cummin — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.cumprod.html b/docs/build/html/python/_autosummary/mlx.core.cumprod.html index 0fd73fbce..35a81b57d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.cumprod.html +++ b/docs/build/html/python/_autosummary/mlx.core.cumprod.html @@ -8,7 +8,7 @@ - mlx.core.cumprod — MLX 0.19.1 documentation + mlx.core.cumprod — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.cumsum.html b/docs/build/html/python/_autosummary/mlx.core.cumsum.html index e87c3097d..925947241 100644 --- a/docs/build/html/python/_autosummary/mlx.core.cumsum.html +++ b/docs/build/html/python/_autosummary/mlx.core.cumsum.html @@ -8,7 +8,7 @@ - mlx.core.cumsum — MLX 0.19.1 documentation + mlx.core.cumsum — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.custom_function.html b/docs/build/html/python/_autosummary/mlx.core.custom_function.html index 24f824dc0..d2237ef0b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.custom_function.html +++ b/docs/build/html/python/_autosummary/mlx.core.custom_function.html @@ -8,7 +8,7 @@ - mlx.core.custom_function — MLX 0.19.1 documentation + mlx.core.custom_function — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.default_device.html b/docs/build/html/python/_autosummary/mlx.core.default_device.html index cdc6feaa3..5fa18bd72 100644 --- a/docs/build/html/python/_autosummary/mlx.core.default_device.html +++ b/docs/build/html/python/_autosummary/mlx.core.default_device.html @@ -8,7 +8,7 @@ - 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mlx.core.degrees — MLX 0.19.1 documentation + mlx.core.degrees — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.dequantize.html b/docs/build/html/python/_autosummary/mlx.core.dequantize.html index 83371f3ec..8a9007ab0 100644 --- a/docs/build/html/python/_autosummary/mlx.core.dequantize.html +++ b/docs/build/html/python/_autosummary/mlx.core.dequantize.html @@ -8,7 +8,7 @@ - mlx.core.dequantize — MLX 0.19.1 documentation + mlx.core.dequantize — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.diag.html b/docs/build/html/python/_autosummary/mlx.core.diag.html index 3b8c2b972..7d9e624f5 100644 --- a/docs/build/html/python/_autosummary/mlx.core.diag.html +++ b/docs/build/html/python/_autosummary/mlx.core.diag.html @@ -8,7 +8,7 @@ - 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mlx.core.distributed.send — MLX 0.19.1 documentation + mlx.core.distributed.send — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.divide.html b/docs/build/html/python/_autosummary/mlx.core.divide.html index 49dfb039a..9fe5e8fe9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.divide.html +++ b/docs/build/html/python/_autosummary/mlx.core.divide.html @@ -8,7 +8,7 @@ - mlx.core.divide — MLX 0.19.1 documentation + mlx.core.divide — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.divmod.html b/docs/build/html/python/_autosummary/mlx.core.divmod.html index 38711149b..601420d1e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.divmod.html +++ b/docs/build/html/python/_autosummary/mlx.core.divmod.html @@ -8,7 +8,7 @@ - mlx.core.divmod — MLX 0.19.1 documentation + mlx.core.divmod — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.einsum.html b/docs/build/html/python/_autosummary/mlx.core.einsum.html index 789ee5bb8..00ab25555 100644 --- a/docs/build/html/python/_autosummary/mlx.core.einsum.html +++ b/docs/build/html/python/_autosummary/mlx.core.einsum.html @@ -8,7 +8,7 @@ - mlx.core.einsum — MLX 0.19.1 documentation + mlx.core.einsum — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.einsum_path.html b/docs/build/html/python/_autosummary/mlx.core.einsum_path.html index 8856312c2..e5219929d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.einsum_path.html +++ b/docs/build/html/python/_autosummary/mlx.core.einsum_path.html @@ -8,7 +8,7 @@ - mlx.core.einsum_path — MLX 0.19.1 documentation + mlx.core.einsum_path — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.enable_compile.html b/docs/build/html/python/_autosummary/mlx.core.enable_compile.html index 9bbf9a5e2..4372aee53 100644 --- a/docs/build/html/python/_autosummary/mlx.core.enable_compile.html +++ b/docs/build/html/python/_autosummary/mlx.core.enable_compile.html @@ -8,7 +8,7 @@ - mlx.core.enable_compile — MLX 0.19.1 documentation + mlx.core.enable_compile — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.equal.html b/docs/build/html/python/_autosummary/mlx.core.equal.html index 742ae6c27..6990c723d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.equal.html +++ b/docs/build/html/python/_autosummary/mlx.core.equal.html @@ -8,7 +8,7 @@ - mlx.core.equal — MLX 0.19.1 documentation + mlx.core.equal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.erf.html b/docs/build/html/python/_autosummary/mlx.core.erf.html index 7e5ed6fed..91571efe6 100644 --- a/docs/build/html/python/_autosummary/mlx.core.erf.html +++ b/docs/build/html/python/_autosummary/mlx.core.erf.html @@ -8,7 +8,7 @@ - mlx.core.erf — MLX 0.19.1 documentation + mlx.core.erf — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.erfinv.html b/docs/build/html/python/_autosummary/mlx.core.erfinv.html index 74fb6ad86..1e72f19c6 100644 --- a/docs/build/html/python/_autosummary/mlx.core.erfinv.html +++ b/docs/build/html/python/_autosummary/mlx.core.erfinv.html @@ -8,7 +8,7 @@ - mlx.core.erfinv — MLX 0.19.1 documentation + mlx.core.erfinv — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.eval.html b/docs/build/html/python/_autosummary/mlx.core.eval.html index 28d877b1b..238c84339 100644 --- a/docs/build/html/python/_autosummary/mlx.core.eval.html +++ b/docs/build/html/python/_autosummary/mlx.core.eval.html @@ -8,7 +8,7 @@ - mlx.core.eval — MLX 0.19.1 documentation + mlx.core.eval — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.exp.html b/docs/build/html/python/_autosummary/mlx.core.exp.html index cf25cc76f..7e8641e42 100644 --- a/docs/build/html/python/_autosummary/mlx.core.exp.html +++ b/docs/build/html/python/_autosummary/mlx.core.exp.html @@ -8,7 +8,7 @@ - mlx.core.exp — MLX 0.19.1 documentation + mlx.core.exp — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.expand_dims.html b/docs/build/html/python/_autosummary/mlx.core.expand_dims.html index 22a45011a..a29e91260 100644 --- a/docs/build/html/python/_autosummary/mlx.core.expand_dims.html +++ b/docs/build/html/python/_autosummary/mlx.core.expand_dims.html @@ -8,7 +8,7 @@ - mlx.core.expand_dims — MLX 0.19.1 documentation + mlx.core.expand_dims — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.expm1.html b/docs/build/html/python/_autosummary/mlx.core.expm1.html index e0428251c..1600f87c4 100644 --- a/docs/build/html/python/_autosummary/mlx.core.expm1.html +++ b/docs/build/html/python/_autosummary/mlx.core.expm1.html @@ -8,7 +8,7 @@ - mlx.core.expm1 — MLX 0.19.1 documentation + mlx.core.expm1 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.eye.html b/docs/build/html/python/_autosummary/mlx.core.eye.html index d9b02f315..13e497980 100644 --- a/docs/build/html/python/_autosummary/mlx.core.eye.html +++ b/docs/build/html/python/_autosummary/mlx.core.eye.html @@ -8,7 +8,7 @@ - mlx.core.eye — MLX 0.19.1 documentation + mlx.core.eye — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fast.affine_quantize.html b/docs/build/html/python/_autosummary/mlx.core.fast.affine_quantize.html index 7444c6c7b..de0d3192f 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fast.affine_quantize.html +++ b/docs/build/html/python/_autosummary/mlx.core.fast.affine_quantize.html @@ -8,7 +8,7 @@ - mlx.core.fast.affine_quantize — MLX 0.19.1 documentation + mlx.core.fast.affine_quantize — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fast.layer_norm.html b/docs/build/html/python/_autosummary/mlx.core.fast.layer_norm.html index 6a60d968c..2ebe42dfd 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fast.layer_norm.html +++ b/docs/build/html/python/_autosummary/mlx.core.fast.layer_norm.html @@ -8,7 +8,7 @@ - mlx.core.fast.layer_norm — MLX 0.19.1 documentation + mlx.core.fast.layer_norm — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fast.metal_kernel.html b/docs/build/html/python/_autosummary/mlx.core.fast.metal_kernel.html index c0ea23719..631b7b72a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fast.metal_kernel.html +++ b/docs/build/html/python/_autosummary/mlx.core.fast.metal_kernel.html @@ -8,7 +8,7 @@ - mlx.core.fast.metal_kernel — MLX 0.19.1 documentation + mlx.core.fast.metal_kernel — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fast.rms_norm.html b/docs/build/html/python/_autosummary/mlx.core.fast.rms_norm.html index f4b58308b..49e7f022f 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fast.rms_norm.html +++ b/docs/build/html/python/_autosummary/mlx.core.fast.rms_norm.html @@ -8,7 +8,7 @@ - mlx.core.fast.rms_norm — MLX 0.19.1 documentation + mlx.core.fast.rms_norm — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fast.rope.html b/docs/build/html/python/_autosummary/mlx.core.fast.rope.html index f2e2540a2..5c9513d3a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fast.rope.html +++ b/docs/build/html/python/_autosummary/mlx.core.fast.rope.html @@ -8,7 +8,7 @@ - mlx.core.fast.rope — MLX 0.19.1 documentation + mlx.core.fast.rope — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fast.scaled_dot_product_attention.html b/docs/build/html/python/_autosummary/mlx.core.fast.scaled_dot_product_attention.html index 27f5b6b81..4a3a68e1d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fast.scaled_dot_product_attention.html +++ b/docs/build/html/python/_autosummary/mlx.core.fast.scaled_dot_product_attention.html @@ -8,7 +8,7 @@ - mlx.core.fast.scaled_dot_product_attention — MLX 0.19.1 documentation + mlx.core.fast.scaled_dot_product_attention — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.fft.html b/docs/build/html/python/_autosummary/mlx.core.fft.fft.html index d73635224..6d03eabc5 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.fft.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.fft.html @@ -8,7 +8,7 @@ - mlx.core.fft.fft — MLX 0.19.1 documentation + mlx.core.fft.fft — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.fft2.html b/docs/build/html/python/_autosummary/mlx.core.fft.fft2.html index ddfa1207c..19873bc94 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.fft2.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.fft2.html @@ -8,7 +8,7 @@ - mlx.core.fft.fft2 — MLX 0.19.1 documentation + mlx.core.fft.fft2 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.fftn.html b/docs/build/html/python/_autosummary/mlx.core.fft.fftn.html index 613598bc9..d5df78db7 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.fftn.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.fftn.html @@ -8,7 +8,7 @@ - mlx.core.fft.fftn — MLX 0.19.1 documentation + mlx.core.fft.fftn — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.ifft.html b/docs/build/html/python/_autosummary/mlx.core.fft.ifft.html index 0e256b2e3..bfc76fa8a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.ifft.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.ifft.html @@ -8,7 +8,7 @@ - mlx.core.fft.ifft — MLX 0.19.1 documentation + mlx.core.fft.ifft — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.ifft2.html b/docs/build/html/python/_autosummary/mlx.core.fft.ifft2.html index cd1e32c23..9f66d6730 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.ifft2.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.ifft2.html @@ -8,7 +8,7 @@ - mlx.core.fft.ifft2 — MLX 0.19.1 documentation + mlx.core.fft.ifft2 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.ifftn.html b/docs/build/html/python/_autosummary/mlx.core.fft.ifftn.html index bd59c232c..e88815201 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.ifftn.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.ifftn.html @@ -8,7 +8,7 @@ - mlx.core.fft.ifftn — MLX 0.19.1 documentation + mlx.core.fft.ifftn — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.irfft.html b/docs/build/html/python/_autosummary/mlx.core.fft.irfft.html index a93d1685f..092ec34b0 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.irfft.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.irfft.html @@ -8,7 +8,7 @@ - mlx.core.fft.irfft — MLX 0.19.1 documentation + mlx.core.fft.irfft — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.irfft2.html b/docs/build/html/python/_autosummary/mlx.core.fft.irfft2.html index c7c4aecdd..f08e328e8 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.irfft2.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.irfft2.html @@ -8,7 +8,7 @@ - mlx.core.fft.irfft2 — MLX 0.19.1 documentation + mlx.core.fft.irfft2 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.irfftn.html b/docs/build/html/python/_autosummary/mlx.core.fft.irfftn.html index ed45ba1d2..e8f131e0e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.irfftn.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.irfftn.html @@ -8,7 +8,7 @@ - mlx.core.fft.irfftn — MLX 0.19.1 documentation + mlx.core.fft.irfftn — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.rfft.html b/docs/build/html/python/_autosummary/mlx.core.fft.rfft.html index e11b870e0..856322c3e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.rfft.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.rfft.html @@ -8,7 +8,7 @@ - mlx.core.fft.rfft — MLX 0.19.1 documentation + mlx.core.fft.rfft — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.rfft2.html b/docs/build/html/python/_autosummary/mlx.core.fft.rfft2.html index 2d8910818..d9990a5a8 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.rfft2.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.rfft2.html @@ -8,7 +8,7 @@ - mlx.core.fft.rfft2 — MLX 0.19.1 documentation + mlx.core.fft.rfft2 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.fft.rfftn.html b/docs/build/html/python/_autosummary/mlx.core.fft.rfftn.html index 7cae08842..97599db06 100644 --- a/docs/build/html/python/_autosummary/mlx.core.fft.rfftn.html +++ b/docs/build/html/python/_autosummary/mlx.core.fft.rfftn.html @@ -8,7 +8,7 @@ - mlx.core.fft.rfftn — MLX 0.19.1 documentation + mlx.core.fft.rfftn — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.flatten.html b/docs/build/html/python/_autosummary/mlx.core.flatten.html index fc8c8f9c8..6807f492c 100644 --- a/docs/build/html/python/_autosummary/mlx.core.flatten.html +++ b/docs/build/html/python/_autosummary/mlx.core.flatten.html @@ -8,7 +8,7 @@ - mlx.core.flatten — MLX 0.19.1 documentation + mlx.core.flatten — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.floor.html b/docs/build/html/python/_autosummary/mlx.core.floor.html index c1cc8705e..d285a0aa8 100644 --- a/docs/build/html/python/_autosummary/mlx.core.floor.html +++ b/docs/build/html/python/_autosummary/mlx.core.floor.html @@ -8,7 +8,7 @@ - mlx.core.floor — MLX 0.19.1 documentation + mlx.core.floor — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.floor_divide.html b/docs/build/html/python/_autosummary/mlx.core.floor_divide.html index d5d2ab7fc..826e7b7d1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.floor_divide.html +++ b/docs/build/html/python/_autosummary/mlx.core.floor_divide.html @@ -8,7 +8,7 @@ - mlx.core.floor_divide — MLX 0.19.1 documentation + mlx.core.floor_divide — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.full.html b/docs/build/html/python/_autosummary/mlx.core.full.html index f53a2cf1a..07d7fc694 100644 --- a/docs/build/html/python/_autosummary/mlx.core.full.html +++ b/docs/build/html/python/_autosummary/mlx.core.full.html @@ -8,7 +8,7 @@ - mlx.core.full — MLX 0.19.1 documentation + mlx.core.full — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.gather_mm.html b/docs/build/html/python/_autosummary/mlx.core.gather_mm.html index dcbf923a6..ec43a5aff 100644 --- a/docs/build/html/python/_autosummary/mlx.core.gather_mm.html +++ b/docs/build/html/python/_autosummary/mlx.core.gather_mm.html @@ -8,7 +8,7 @@ - mlx.core.gather_mm — MLX 0.19.1 documentation + mlx.core.gather_mm — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.gather_qmm.html b/docs/build/html/python/_autosummary/mlx.core.gather_qmm.html index 732fef88c..3d2bb2822 100644 --- a/docs/build/html/python/_autosummary/mlx.core.gather_qmm.html +++ b/docs/build/html/python/_autosummary/mlx.core.gather_qmm.html @@ -8,7 +8,7 @@ - mlx.core.gather_qmm — MLX 0.19.1 documentation + mlx.core.gather_qmm — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.grad.html b/docs/build/html/python/_autosummary/mlx.core.grad.html index 80ac878c1..c15839309 100644 --- a/docs/build/html/python/_autosummary/mlx.core.grad.html +++ b/docs/build/html/python/_autosummary/mlx.core.grad.html @@ -8,7 +8,7 @@ - mlx.core.grad — MLX 0.19.1 documentation + mlx.core.grad — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.greater.html b/docs/build/html/python/_autosummary/mlx.core.greater.html index 7a64e2a73..e876200d1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.greater.html +++ b/docs/build/html/python/_autosummary/mlx.core.greater.html @@ -8,7 +8,7 @@ - mlx.core.greater — MLX 0.19.1 documentation + mlx.core.greater — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.greater_equal.html b/docs/build/html/python/_autosummary/mlx.core.greater_equal.html index 0f03c947a..fc592aa0b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.greater_equal.html +++ b/docs/build/html/python/_autosummary/mlx.core.greater_equal.html @@ -8,7 +8,7 @@ - mlx.core.greater_equal — MLX 0.19.1 documentation + mlx.core.greater_equal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.hadamard_transform.html b/docs/build/html/python/_autosummary/mlx.core.hadamard_transform.html index 85b132c0e..ba0f8cd9c 100644 --- a/docs/build/html/python/_autosummary/mlx.core.hadamard_transform.html +++ b/docs/build/html/python/_autosummary/mlx.core.hadamard_transform.html @@ -8,7 +8,7 @@ - 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mlx.core.isinf — MLX 0.19.1 documentation + mlx.core.isinf — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.isnan.html b/docs/build/html/python/_autosummary/mlx.core.isnan.html index b4f89fadc..a9255c4cc 100644 --- a/docs/build/html/python/_autosummary/mlx.core.isnan.html +++ b/docs/build/html/python/_autosummary/mlx.core.isnan.html @@ -8,7 +8,7 @@ - mlx.core.isnan — MLX 0.19.1 documentation + mlx.core.isnan — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.isneginf.html b/docs/build/html/python/_autosummary/mlx.core.isneginf.html index b77ef610f..d915fcccc 100644 --- a/docs/build/html/python/_autosummary/mlx.core.isneginf.html +++ b/docs/build/html/python/_autosummary/mlx.core.isneginf.html @@ -8,7 +8,7 @@ - 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mlx.core.less_equal — MLX 0.19.1 documentation + mlx.core.less_equal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky.html b/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky.html index 6286460ac..2fdf6da5a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky.html @@ -8,7 +8,7 @@ - mlx.core.linalg.cholesky — MLX 0.19.1 documentation + mlx.core.linalg.cholesky — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky_inv.html b/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky_inv.html index a72e8bc2d..7d636a569 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky_inv.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.cholesky_inv.html @@ -8,7 +8,7 @@ - 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mlx.core.linalg.eigh — MLX 0.19.1 documentation + mlx.core.linalg.eigh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.eigvalsh.html b/docs/build/html/python/_autosummary/mlx.core.linalg.eigvalsh.html index 7006e3594..68ac826fe 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.eigvalsh.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.eigvalsh.html @@ -8,7 +8,7 @@ - mlx.core.linalg.eigvalsh — MLX 0.19.1 documentation + mlx.core.linalg.eigvalsh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.inv.html b/docs/build/html/python/_autosummary/mlx.core.linalg.inv.html index 144465786..053f18754 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.inv.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.inv.html @@ -8,7 +8,7 @@ - mlx.core.linalg.inv — MLX 0.19.1 documentation + mlx.core.linalg.inv — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.norm.html b/docs/build/html/python/_autosummary/mlx.core.linalg.norm.html index 7bd7f2f06..48049da87 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.norm.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.norm.html @@ -8,7 +8,7 @@ - mlx.core.linalg.norm — MLX 0.19.1 documentation + mlx.core.linalg.norm — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.qr.html b/docs/build/html/python/_autosummary/mlx.core.linalg.qr.html index 5afbf1a8e..7b65575da 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.qr.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.qr.html @@ -8,7 +8,7 @@ - mlx.core.linalg.qr — MLX 0.19.1 documentation + mlx.core.linalg.qr — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.svd.html b/docs/build/html/python/_autosummary/mlx.core.linalg.svd.html index 93b066742..18381afdb 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.svd.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.svd.html @@ -8,7 +8,7 @@ - mlx.core.linalg.svd — MLX 0.19.1 documentation + mlx.core.linalg.svd — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linalg.tri_inv.html b/docs/build/html/python/_autosummary/mlx.core.linalg.tri_inv.html index 6d820b4c2..a3f5f12a0 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linalg.tri_inv.html +++ b/docs/build/html/python/_autosummary/mlx.core.linalg.tri_inv.html @@ -8,7 +8,7 @@ - mlx.core.linalg.tri_inv — MLX 0.19.1 documentation + mlx.core.linalg.tri_inv — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.linspace.html b/docs/build/html/python/_autosummary/mlx.core.linspace.html index f10291cec..f344a77fb 100644 --- a/docs/build/html/python/_autosummary/mlx.core.linspace.html +++ b/docs/build/html/python/_autosummary/mlx.core.linspace.html @@ -8,7 +8,7 @@ - mlx.core.linspace — MLX 0.19.1 documentation + mlx.core.linspace — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.load.html b/docs/build/html/python/_autosummary/mlx.core.load.html index 19449ce01..c23574aac 100644 --- a/docs/build/html/python/_autosummary/mlx.core.load.html +++ b/docs/build/html/python/_autosummary/mlx.core.load.html @@ -8,7 +8,7 @@ - mlx.core.load — MLX 0.19.1 documentation + mlx.core.load — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.log.html b/docs/build/html/python/_autosummary/mlx.core.log.html index 29218a3ae..e369eee15 100644 --- a/docs/build/html/python/_autosummary/mlx.core.log.html +++ b/docs/build/html/python/_autosummary/mlx.core.log.html @@ -8,7 +8,7 @@ - mlx.core.log — MLX 0.19.1 documentation + mlx.core.log — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.log10.html b/docs/build/html/python/_autosummary/mlx.core.log10.html index 0921d33f8..be34b023a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.log10.html +++ b/docs/build/html/python/_autosummary/mlx.core.log10.html @@ -8,7 +8,7 @@ - mlx.core.log10 — MLX 0.19.1 documentation + mlx.core.log10 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.log1p.html b/docs/build/html/python/_autosummary/mlx.core.log1p.html index 149bec277..d1ba349cd 100644 --- a/docs/build/html/python/_autosummary/mlx.core.log1p.html +++ b/docs/build/html/python/_autosummary/mlx.core.log1p.html @@ -8,7 +8,7 @@ - mlx.core.log1p — MLX 0.19.1 documentation + mlx.core.log1p — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.log2.html b/docs/build/html/python/_autosummary/mlx.core.log2.html index 9e4c723f9..a28050755 100644 --- a/docs/build/html/python/_autosummary/mlx.core.log2.html +++ b/docs/build/html/python/_autosummary/mlx.core.log2.html @@ -8,7 +8,7 @@ - mlx.core.log2 — MLX 0.19.1 documentation + mlx.core.log2 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.logaddexp.html b/docs/build/html/python/_autosummary/mlx.core.logaddexp.html index 9e727ed09..c405f14d7 100644 --- a/docs/build/html/python/_autosummary/mlx.core.logaddexp.html +++ b/docs/build/html/python/_autosummary/mlx.core.logaddexp.html @@ -8,7 +8,7 @@ - mlx.core.logaddexp — MLX 0.19.1 documentation + mlx.core.logaddexp — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.logical_and.html b/docs/build/html/python/_autosummary/mlx.core.logical_and.html index 8907fcc81..2e051b9a1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.logical_and.html +++ b/docs/build/html/python/_autosummary/mlx.core.logical_and.html @@ -8,7 +8,7 @@ - mlx.core.logical_and — MLX 0.19.1 documentation + mlx.core.logical_and — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.logical_not.html b/docs/build/html/python/_autosummary/mlx.core.logical_not.html index f8fb35206..63cce9012 100644 --- a/docs/build/html/python/_autosummary/mlx.core.logical_not.html +++ b/docs/build/html/python/_autosummary/mlx.core.logical_not.html @@ -8,7 +8,7 @@ - mlx.core.logical_not — MLX 0.19.1 documentation + mlx.core.logical_not — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.logical_or.html b/docs/build/html/python/_autosummary/mlx.core.logical_or.html index 26c8a98ff..f786c980d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.logical_or.html +++ b/docs/build/html/python/_autosummary/mlx.core.logical_or.html @@ -8,7 +8,7 @@ - mlx.core.logical_or — MLX 0.19.1 documentation + mlx.core.logical_or — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.logsumexp.html b/docs/build/html/python/_autosummary/mlx.core.logsumexp.html index f7ab4c5bd..e0de0bb10 100644 --- a/docs/build/html/python/_autosummary/mlx.core.logsumexp.html +++ b/docs/build/html/python/_autosummary/mlx.core.logsumexp.html @@ -8,7 +8,7 @@ - mlx.core.logsumexp — MLX 0.19.1 documentation + mlx.core.logsumexp — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.matmul.html b/docs/build/html/python/_autosummary/mlx.core.matmul.html index b24936e18..2043898bc 100644 --- a/docs/build/html/python/_autosummary/mlx.core.matmul.html +++ b/docs/build/html/python/_autosummary/mlx.core.matmul.html @@ -8,7 +8,7 @@ - mlx.core.matmul — MLX 0.19.1 documentation + mlx.core.matmul — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.max.html b/docs/build/html/python/_autosummary/mlx.core.max.html index cf734fec6..1aa2c2477 100644 --- a/docs/build/html/python/_autosummary/mlx.core.max.html +++ b/docs/build/html/python/_autosummary/mlx.core.max.html @@ -8,7 +8,7 @@ - mlx.core.max — MLX 0.19.1 documentation + mlx.core.max — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.maximum.html b/docs/build/html/python/_autosummary/mlx.core.maximum.html index c522fffba..bda384e76 100644 --- a/docs/build/html/python/_autosummary/mlx.core.maximum.html +++ b/docs/build/html/python/_autosummary/mlx.core.maximum.html @@ -8,7 +8,7 @@ - mlx.core.maximum — MLX 0.19.1 documentation + mlx.core.maximum — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.mean.html b/docs/build/html/python/_autosummary/mlx.core.mean.html index 9e3417815..cb839a232 100644 --- a/docs/build/html/python/_autosummary/mlx.core.mean.html +++ b/docs/build/html/python/_autosummary/mlx.core.mean.html @@ -8,7 +8,7 @@ - mlx.core.mean — MLX 0.19.1 documentation + mlx.core.mean — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.meshgrid.html b/docs/build/html/python/_autosummary/mlx.core.meshgrid.html index d6de2b40f..0e23037f4 100644 --- a/docs/build/html/python/_autosummary/mlx.core.meshgrid.html +++ b/docs/build/html/python/_autosummary/mlx.core.meshgrid.html @@ -8,7 +8,7 @@ - mlx.core.meshgrid — MLX 0.19.1 documentation + mlx.core.meshgrid — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.clear_cache.html b/docs/build/html/python/_autosummary/mlx.core.metal.clear_cache.html index 0b76b0254..d7c3c3868 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.clear_cache.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.clear_cache.html @@ -8,7 +8,7 @@ - mlx.core.metal.clear_cache — MLX 0.19.1 documentation + mlx.core.metal.clear_cache — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.device_info.html b/docs/build/html/python/_autosummary/mlx.core.metal.device_info.html index 64067551f..19c154709 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.device_info.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.device_info.html @@ -8,7 +8,7 @@ - mlx.core.metal.device_info — MLX 0.19.1 documentation + mlx.core.metal.device_info — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.get_active_memory.html b/docs/build/html/python/_autosummary/mlx.core.metal.get_active_memory.html index 33d83a661..b421f2d11 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.get_active_memory.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.get_active_memory.html @@ -8,7 +8,7 @@ - mlx.core.metal.get_active_memory — MLX 0.19.1 documentation + mlx.core.metal.get_active_memory — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.get_cache_memory.html b/docs/build/html/python/_autosummary/mlx.core.metal.get_cache_memory.html index 20fd29bc1..2e6645edf 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.get_cache_memory.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.get_cache_memory.html @@ -8,7 +8,7 @@ - mlx.core.metal.get_cache_memory — MLX 0.19.1 documentation + mlx.core.metal.get_cache_memory — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.get_peak_memory.html b/docs/build/html/python/_autosummary/mlx.core.metal.get_peak_memory.html index 700d9ea4d..d0ad03bea 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.get_peak_memory.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.get_peak_memory.html @@ -8,7 +8,7 @@ - mlx.core.metal.get_peak_memory — MLX 0.19.1 documentation + mlx.core.metal.get_peak_memory — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.is_available.html b/docs/build/html/python/_autosummary/mlx.core.metal.is_available.html index fa4e85e83..18cb352dc 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.is_available.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.is_available.html @@ -8,7 +8,7 @@ - mlx.core.metal.is_available — MLX 0.19.1 documentation + mlx.core.metal.is_available — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.reset_peak_memory.html b/docs/build/html/python/_autosummary/mlx.core.metal.reset_peak_memory.html index e547651b4..06c182b3a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.reset_peak_memory.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.reset_peak_memory.html @@ -8,7 +8,7 @@ - mlx.core.metal.reset_peak_memory — MLX 0.19.1 documentation + mlx.core.metal.reset_peak_memory — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.set_cache_limit.html b/docs/build/html/python/_autosummary/mlx.core.metal.set_cache_limit.html index cbac4dfb4..116a71e57 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.set_cache_limit.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.set_cache_limit.html @@ -8,7 +8,7 @@ - mlx.core.metal.set_cache_limit — MLX 0.19.1 documentation + mlx.core.metal.set_cache_limit — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.set_memory_limit.html b/docs/build/html/python/_autosummary/mlx.core.metal.set_memory_limit.html index 5563c5fd4..82494a442 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.set_memory_limit.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.set_memory_limit.html @@ -8,7 +8,7 @@ - mlx.core.metal.set_memory_limit — MLX 0.19.1 documentation + mlx.core.metal.set_memory_limit — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.set_wired_limit.html b/docs/build/html/python/_autosummary/mlx.core.metal.set_wired_limit.html index a33c2b589..33c38845c 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.set_wired_limit.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.set_wired_limit.html @@ -8,7 +8,7 @@ - mlx.core.metal.set_wired_limit — MLX 0.19.1 documentation + mlx.core.metal.set_wired_limit — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.start_capture.html b/docs/build/html/python/_autosummary/mlx.core.metal.start_capture.html index 2ee3c2e64..bcf5c352a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.start_capture.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.start_capture.html @@ -8,7 +8,7 @@ - mlx.core.metal.start_capture — MLX 0.19.1 documentation + mlx.core.metal.start_capture — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.metal.stop_capture.html b/docs/build/html/python/_autosummary/mlx.core.metal.stop_capture.html index 12b633105..4b9c96ba7 100644 --- a/docs/build/html/python/_autosummary/mlx.core.metal.stop_capture.html +++ b/docs/build/html/python/_autosummary/mlx.core.metal.stop_capture.html @@ -8,7 +8,7 @@ - mlx.core.metal.stop_capture — MLX 0.19.1 documentation + mlx.core.metal.stop_capture — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.min.html b/docs/build/html/python/_autosummary/mlx.core.min.html index ec7730618..0f790cbac 100644 --- a/docs/build/html/python/_autosummary/mlx.core.min.html +++ b/docs/build/html/python/_autosummary/mlx.core.min.html @@ -8,7 +8,7 @@ - mlx.core.min — MLX 0.19.1 documentation + mlx.core.min — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.minimum.html b/docs/build/html/python/_autosummary/mlx.core.minimum.html index 3cbb4e156..42febaaa6 100644 --- a/docs/build/html/python/_autosummary/mlx.core.minimum.html +++ b/docs/build/html/python/_autosummary/mlx.core.minimum.html @@ -8,7 +8,7 @@ - mlx.core.minimum — MLX 0.19.1 documentation + mlx.core.minimum — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.moveaxis.html b/docs/build/html/python/_autosummary/mlx.core.moveaxis.html index 17603b7f0..00956c62b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.moveaxis.html +++ b/docs/build/html/python/_autosummary/mlx.core.moveaxis.html @@ -8,7 +8,7 @@ - mlx.core.moveaxis — MLX 0.19.1 documentation + mlx.core.moveaxis — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.multiply.html b/docs/build/html/python/_autosummary/mlx.core.multiply.html index d9e02d91a..6424e07b1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.multiply.html +++ b/docs/build/html/python/_autosummary/mlx.core.multiply.html @@ -8,7 +8,7 @@ - mlx.core.multiply — MLX 0.19.1 documentation + mlx.core.multiply — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.nan_to_num.html b/docs/build/html/python/_autosummary/mlx.core.nan_to_num.html index 9cca1c72d..8d8788782 100644 --- a/docs/build/html/python/_autosummary/mlx.core.nan_to_num.html +++ b/docs/build/html/python/_autosummary/mlx.core.nan_to_num.html @@ -8,7 +8,7 @@ - mlx.core.nan_to_num — MLX 0.19.1 documentation + mlx.core.nan_to_num — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.negative.html b/docs/build/html/python/_autosummary/mlx.core.negative.html index e708acca1..d0c400042 100644 --- a/docs/build/html/python/_autosummary/mlx.core.negative.html +++ b/docs/build/html/python/_autosummary/mlx.core.negative.html @@ -8,7 +8,7 @@ - mlx.core.negative — MLX 0.19.1 documentation + mlx.core.negative — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.new_stream.html b/docs/build/html/python/_autosummary/mlx.core.new_stream.html index 485e93445..bb8f3829b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.new_stream.html +++ b/docs/build/html/python/_autosummary/mlx.core.new_stream.html @@ -8,7 +8,7 @@ - mlx.core.new_stream — MLX 0.19.1 documentation + mlx.core.new_stream — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.not_equal.html b/docs/build/html/python/_autosummary/mlx.core.not_equal.html index 32fbfe311..9ff77320a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.not_equal.html +++ b/docs/build/html/python/_autosummary/mlx.core.not_equal.html @@ -8,7 +8,7 @@ - mlx.core.not_equal — MLX 0.19.1 documentation + mlx.core.not_equal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.ones.html b/docs/build/html/python/_autosummary/mlx.core.ones.html index c0586d639..ed12c4018 100644 --- a/docs/build/html/python/_autosummary/mlx.core.ones.html +++ b/docs/build/html/python/_autosummary/mlx.core.ones.html @@ -8,7 +8,7 @@ - mlx.core.ones — MLX 0.19.1 documentation + mlx.core.ones — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.ones_like.html b/docs/build/html/python/_autosummary/mlx.core.ones_like.html index 22891c2c1..7869d7ae2 100644 --- a/docs/build/html/python/_autosummary/mlx.core.ones_like.html +++ b/docs/build/html/python/_autosummary/mlx.core.ones_like.html @@ -8,7 +8,7 @@ - mlx.core.ones_like — MLX 0.19.1 documentation + mlx.core.ones_like — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.outer.html b/docs/build/html/python/_autosummary/mlx.core.outer.html index fd96615d9..03ee1e63d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.outer.html +++ b/docs/build/html/python/_autosummary/mlx.core.outer.html @@ -8,7 +8,7 @@ - mlx.core.outer — MLX 0.19.1 documentation + mlx.core.outer — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.pad.html b/docs/build/html/python/_autosummary/mlx.core.pad.html index c5a6b05b0..bc5c735e3 100644 --- a/docs/build/html/python/_autosummary/mlx.core.pad.html +++ b/docs/build/html/python/_autosummary/mlx.core.pad.html @@ -8,7 +8,7 @@ - mlx.core.pad — MLX 0.19.1 documentation + mlx.core.pad — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.partition.html b/docs/build/html/python/_autosummary/mlx.core.partition.html index ba49823fa..5c4d2123a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.partition.html +++ b/docs/build/html/python/_autosummary/mlx.core.partition.html @@ -8,7 +8,7 @@ - mlx.core.partition — MLX 0.19.1 documentation + mlx.core.partition — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.power.html b/docs/build/html/python/_autosummary/mlx.core.power.html index eed47ecfb..1671ede74 100644 --- a/docs/build/html/python/_autosummary/mlx.core.power.html +++ b/docs/build/html/python/_autosummary/mlx.core.power.html @@ -8,7 +8,7 @@ - mlx.core.power — MLX 0.19.1 documentation + mlx.core.power — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.prod.html b/docs/build/html/python/_autosummary/mlx.core.prod.html index cfaac72be..337871f14 100644 --- a/docs/build/html/python/_autosummary/mlx.core.prod.html +++ b/docs/build/html/python/_autosummary/mlx.core.prod.html @@ -8,7 +8,7 @@ - mlx.core.prod — MLX 0.19.1 documentation + mlx.core.prod — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.put_along_axis.html b/docs/build/html/python/_autosummary/mlx.core.put_along_axis.html index c538b8b06..a0ff59998 100644 --- a/docs/build/html/python/_autosummary/mlx.core.put_along_axis.html +++ b/docs/build/html/python/_autosummary/mlx.core.put_along_axis.html @@ -8,7 +8,7 @@ - mlx.core.put_along_axis — MLX 0.19.1 documentation + mlx.core.put_along_axis — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.quantize.html b/docs/build/html/python/_autosummary/mlx.core.quantize.html index 83843aa0c..30499aab1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.quantize.html +++ b/docs/build/html/python/_autosummary/mlx.core.quantize.html @@ -8,7 +8,7 @@ - mlx.core.quantize — MLX 0.19.1 documentation + mlx.core.quantize — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.quantized_matmul.html b/docs/build/html/python/_autosummary/mlx.core.quantized_matmul.html index 0fa3e2be7..811e4870e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.quantized_matmul.html +++ b/docs/build/html/python/_autosummary/mlx.core.quantized_matmul.html @@ -8,7 +8,7 @@ - mlx.core.quantized_matmul — MLX 0.19.1 documentation + mlx.core.quantized_matmul — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.radians.html b/docs/build/html/python/_autosummary/mlx.core.radians.html index 5b8182b5b..07757d00f 100644 --- a/docs/build/html/python/_autosummary/mlx.core.radians.html +++ b/docs/build/html/python/_autosummary/mlx.core.radians.html @@ -8,7 +8,7 @@ - mlx.core.radians — MLX 0.19.1 documentation + mlx.core.radians — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.bernoulli.html b/docs/build/html/python/_autosummary/mlx.core.random.bernoulli.html index 594239119..0deddff58 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.bernoulli.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.bernoulli.html @@ -8,7 +8,7 @@ - mlx.core.random.bernoulli — MLX 0.19.1 documentation + mlx.core.random.bernoulli — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.categorical.html b/docs/build/html/python/_autosummary/mlx.core.random.categorical.html index f2a01e5aa..5c2af3113 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.categorical.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.categorical.html @@ -8,7 +8,7 @@ - mlx.core.random.categorical — MLX 0.19.1 documentation + mlx.core.random.categorical — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.gumbel.html b/docs/build/html/python/_autosummary/mlx.core.random.gumbel.html index 206ef4ae3..822e82d96 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.gumbel.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.gumbel.html @@ -8,7 +8,7 @@ - mlx.core.random.gumbel — MLX 0.19.1 documentation + mlx.core.random.gumbel — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.key.html b/docs/build/html/python/_autosummary/mlx.core.random.key.html index 78d43483f..a204f3f35 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.key.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.key.html @@ -8,7 +8,7 @@ - mlx.core.random.key — MLX 0.19.1 documentation + mlx.core.random.key — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.laplace.html b/docs/build/html/python/_autosummary/mlx.core.random.laplace.html index 98bbd27e3..146bc7bfe 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.laplace.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.laplace.html @@ -8,7 +8,7 @@ - mlx.core.random.laplace — MLX 0.19.1 documentation + mlx.core.random.laplace — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.multivariate_normal.html b/docs/build/html/python/_autosummary/mlx.core.random.multivariate_normal.html index ebaf6fca2..52b6683dc 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.multivariate_normal.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.multivariate_normal.html @@ -8,7 +8,7 @@ - mlx.core.random.multivariate_normal — MLX 0.19.1 documentation + mlx.core.random.multivariate_normal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.normal.html b/docs/build/html/python/_autosummary/mlx.core.random.normal.html index 4c192d0c5..3ce6bd019 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.normal.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.normal.html @@ -8,7 +8,7 @@ - mlx.core.random.normal — MLX 0.19.1 documentation + mlx.core.random.normal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.permutation.html b/docs/build/html/python/_autosummary/mlx.core.random.permutation.html index 932fbdf2e..fe4c8395c 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.permutation.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.permutation.html @@ -8,7 +8,7 @@ - mlx.core.random.permutation — MLX 0.19.1 documentation + mlx.core.random.permutation — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.randint.html b/docs/build/html/python/_autosummary/mlx.core.random.randint.html index 65568a7b5..d93ff8ce2 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.randint.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.randint.html @@ -8,7 +8,7 @@ - mlx.core.random.randint — MLX 0.19.1 documentation + mlx.core.random.randint — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.seed.html b/docs/build/html/python/_autosummary/mlx.core.random.seed.html index 71ec05c13..abe9b9563 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.seed.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.seed.html @@ -8,7 +8,7 @@ - mlx.core.random.seed — MLX 0.19.1 documentation + mlx.core.random.seed — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.split.html b/docs/build/html/python/_autosummary/mlx.core.random.split.html index c565ae6c8..a07867170 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.split.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.split.html @@ -8,7 +8,7 @@ - mlx.core.random.split — MLX 0.19.1 documentation + mlx.core.random.split — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.truncated_normal.html b/docs/build/html/python/_autosummary/mlx.core.random.truncated_normal.html index ccfb71f37..fe6f0f1f0 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.truncated_normal.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.truncated_normal.html @@ -8,7 +8,7 @@ - mlx.core.random.truncated_normal — MLX 0.19.1 documentation + mlx.core.random.truncated_normal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.random.uniform.html b/docs/build/html/python/_autosummary/mlx.core.random.uniform.html index 8f8227e4a..d54bcece9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.random.uniform.html +++ b/docs/build/html/python/_autosummary/mlx.core.random.uniform.html @@ -8,7 +8,7 @@ - mlx.core.random.uniform — MLX 0.19.1 documentation + mlx.core.random.uniform — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.real.html b/docs/build/html/python/_autosummary/mlx.core.real.html index 17e5734ca..b9e720108 100644 --- a/docs/build/html/python/_autosummary/mlx.core.real.html +++ b/docs/build/html/python/_autosummary/mlx.core.real.html @@ -8,7 +8,7 @@ - mlx.core.real — MLX 0.19.1 documentation + mlx.core.real — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.reciprocal.html b/docs/build/html/python/_autosummary/mlx.core.reciprocal.html index d103c7ede..9b8ad8811 100644 --- a/docs/build/html/python/_autosummary/mlx.core.reciprocal.html +++ b/docs/build/html/python/_autosummary/mlx.core.reciprocal.html @@ -8,7 +8,7 @@ - mlx.core.reciprocal — MLX 0.19.1 documentation + mlx.core.reciprocal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.remainder.html b/docs/build/html/python/_autosummary/mlx.core.remainder.html index 5ba2ea6f8..930543cef 100644 --- a/docs/build/html/python/_autosummary/mlx.core.remainder.html +++ b/docs/build/html/python/_autosummary/mlx.core.remainder.html @@ -8,7 +8,7 @@ - mlx.core.remainder — MLX 0.19.1 documentation + mlx.core.remainder — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.repeat.html b/docs/build/html/python/_autosummary/mlx.core.repeat.html index 145eebdb3..3bdf11c0b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.repeat.html +++ b/docs/build/html/python/_autosummary/mlx.core.repeat.html @@ -8,7 +8,7 @@ - mlx.core.repeat — MLX 0.19.1 documentation + mlx.core.repeat — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.reshape.html b/docs/build/html/python/_autosummary/mlx.core.reshape.html index e0dd7512c..58d79e751 100644 --- a/docs/build/html/python/_autosummary/mlx.core.reshape.html +++ b/docs/build/html/python/_autosummary/mlx.core.reshape.html @@ -8,7 +8,7 @@ - mlx.core.reshape — MLX 0.19.1 documentation + mlx.core.reshape — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.right_shift.html b/docs/build/html/python/_autosummary/mlx.core.right_shift.html index c11f7fce0..747812779 100644 --- a/docs/build/html/python/_autosummary/mlx.core.right_shift.html +++ b/docs/build/html/python/_autosummary/mlx.core.right_shift.html @@ -8,7 +8,7 @@ - mlx.core.right_shift — MLX 0.19.1 documentation + mlx.core.right_shift — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.roll.html b/docs/build/html/python/_autosummary/mlx.core.roll.html index f4a15505b..6247d30c9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.roll.html +++ b/docs/build/html/python/_autosummary/mlx.core.roll.html @@ -8,7 +8,7 @@ - mlx.core.roll — MLX 0.19.1 documentation + mlx.core.roll — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.round.html b/docs/build/html/python/_autosummary/mlx.core.round.html index d020744ca..a866c19f8 100644 --- a/docs/build/html/python/_autosummary/mlx.core.round.html +++ b/docs/build/html/python/_autosummary/mlx.core.round.html @@ -8,7 +8,7 @@ - mlx.core.round — MLX 0.19.1 documentation + mlx.core.round — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.rsqrt.html b/docs/build/html/python/_autosummary/mlx.core.rsqrt.html index f7c240529..deeef4b83 100644 --- a/docs/build/html/python/_autosummary/mlx.core.rsqrt.html +++ b/docs/build/html/python/_autosummary/mlx.core.rsqrt.html @@ -8,7 +8,7 @@ - mlx.core.rsqrt — MLX 0.19.1 documentation + mlx.core.rsqrt — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.save.html b/docs/build/html/python/_autosummary/mlx.core.save.html index be0a350f4..a6d1e1a66 100644 --- a/docs/build/html/python/_autosummary/mlx.core.save.html +++ b/docs/build/html/python/_autosummary/mlx.core.save.html @@ -8,7 +8,7 @@ - mlx.core.save — MLX 0.19.1 documentation + mlx.core.save — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.save_gguf.html b/docs/build/html/python/_autosummary/mlx.core.save_gguf.html index 0f600a017..6ed606c1e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.save_gguf.html +++ b/docs/build/html/python/_autosummary/mlx.core.save_gguf.html @@ -8,7 +8,7 @@ - mlx.core.save_gguf — MLX 0.19.1 documentation + mlx.core.save_gguf — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.save_safetensors.html b/docs/build/html/python/_autosummary/mlx.core.save_safetensors.html index 43d886ca1..10ccbddd1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.save_safetensors.html +++ b/docs/build/html/python/_autosummary/mlx.core.save_safetensors.html @@ -8,7 +8,7 @@ - mlx.core.save_safetensors — MLX 0.19.1 documentation + mlx.core.save_safetensors — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.savez.html b/docs/build/html/python/_autosummary/mlx.core.savez.html index 44de747fd..356e12fa4 100644 --- a/docs/build/html/python/_autosummary/mlx.core.savez.html +++ b/docs/build/html/python/_autosummary/mlx.core.savez.html @@ -8,7 +8,7 @@ - mlx.core.savez — MLX 0.19.1 documentation + mlx.core.savez — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.savez_compressed.html b/docs/build/html/python/_autosummary/mlx.core.savez_compressed.html index 928bf175f..ab71baa68 100644 --- a/docs/build/html/python/_autosummary/mlx.core.savez_compressed.html +++ b/docs/build/html/python/_autosummary/mlx.core.savez_compressed.html @@ -8,7 +8,7 @@ - mlx.core.savez_compressed — MLX 0.19.1 documentation + mlx.core.savez_compressed — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.set_default_device.html b/docs/build/html/python/_autosummary/mlx.core.set_default_device.html index 656e383ea..5b27ba5d3 100644 --- a/docs/build/html/python/_autosummary/mlx.core.set_default_device.html +++ b/docs/build/html/python/_autosummary/mlx.core.set_default_device.html @@ -8,7 +8,7 @@ - mlx.core.set_default_device — MLX 0.19.1 documentation + mlx.core.set_default_device — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.set_default_stream.html b/docs/build/html/python/_autosummary/mlx.core.set_default_stream.html index c792fbb20..5e4807a0c 100644 --- a/docs/build/html/python/_autosummary/mlx.core.set_default_stream.html +++ b/docs/build/html/python/_autosummary/mlx.core.set_default_stream.html @@ -8,7 +8,7 @@ - mlx.core.set_default_stream — MLX 0.19.1 documentation + mlx.core.set_default_stream — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.sigmoid.html b/docs/build/html/python/_autosummary/mlx.core.sigmoid.html index 92244670e..1bd3cfb41 100644 --- a/docs/build/html/python/_autosummary/mlx.core.sigmoid.html +++ b/docs/build/html/python/_autosummary/mlx.core.sigmoid.html @@ -8,7 +8,7 @@ - mlx.core.sigmoid — MLX 0.19.1 documentation + mlx.core.sigmoid — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.sign.html b/docs/build/html/python/_autosummary/mlx.core.sign.html index 34a87a612..3ab1d3b74 100644 --- a/docs/build/html/python/_autosummary/mlx.core.sign.html +++ b/docs/build/html/python/_autosummary/mlx.core.sign.html @@ -8,7 +8,7 @@ - mlx.core.sign — MLX 0.19.1 documentation + mlx.core.sign — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.sin.html b/docs/build/html/python/_autosummary/mlx.core.sin.html index 13d5d2291..cb180dca9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.sin.html +++ b/docs/build/html/python/_autosummary/mlx.core.sin.html @@ -8,7 +8,7 @@ - mlx.core.sin — MLX 0.19.1 documentation + mlx.core.sin — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.sinh.html b/docs/build/html/python/_autosummary/mlx.core.sinh.html index 3fef77a53..45aa2a4f0 100644 --- a/docs/build/html/python/_autosummary/mlx.core.sinh.html +++ b/docs/build/html/python/_autosummary/mlx.core.sinh.html @@ -8,7 +8,7 @@ - mlx.core.sinh — MLX 0.19.1 documentation + mlx.core.sinh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.softmax.html b/docs/build/html/python/_autosummary/mlx.core.softmax.html index 0df43d754..72a5b7eb1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.softmax.html +++ b/docs/build/html/python/_autosummary/mlx.core.softmax.html @@ -8,7 +8,7 @@ - mlx.core.softmax — MLX 0.19.1 documentation + mlx.core.softmax — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.sort.html b/docs/build/html/python/_autosummary/mlx.core.sort.html index 41c6ebd11..07295715b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.sort.html +++ b/docs/build/html/python/_autosummary/mlx.core.sort.html @@ -8,7 +8,7 @@ - mlx.core.sort — MLX 0.19.1 documentation + mlx.core.sort — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.split.html b/docs/build/html/python/_autosummary/mlx.core.split.html index b71f43b7f..273666880 100644 --- a/docs/build/html/python/_autosummary/mlx.core.split.html +++ b/docs/build/html/python/_autosummary/mlx.core.split.html @@ -8,7 +8,7 @@ - mlx.core.split — MLX 0.19.1 documentation + mlx.core.split — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.sqrt.html b/docs/build/html/python/_autosummary/mlx.core.sqrt.html index a70b13e95..b6f79d84b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.sqrt.html +++ b/docs/build/html/python/_autosummary/mlx.core.sqrt.html @@ -8,7 +8,7 @@ - mlx.core.sqrt — MLX 0.19.1 documentation + mlx.core.sqrt — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.square.html b/docs/build/html/python/_autosummary/mlx.core.square.html index f73a40acb..330d863c9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.square.html +++ b/docs/build/html/python/_autosummary/mlx.core.square.html @@ -8,7 +8,7 @@ - mlx.core.square — MLX 0.19.1 documentation + mlx.core.square — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.squeeze.html b/docs/build/html/python/_autosummary/mlx.core.squeeze.html index cd97075a1..a1d404bba 100644 --- a/docs/build/html/python/_autosummary/mlx.core.squeeze.html +++ b/docs/build/html/python/_autosummary/mlx.core.squeeze.html @@ -8,7 +8,7 @@ - mlx.core.squeeze — MLX 0.19.1 documentation + mlx.core.squeeze — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.stack.html b/docs/build/html/python/_autosummary/mlx.core.stack.html index 777bd8c73..63abff8d8 100644 --- a/docs/build/html/python/_autosummary/mlx.core.stack.html +++ b/docs/build/html/python/_autosummary/mlx.core.stack.html @@ -8,7 +8,7 @@ - mlx.core.stack — MLX 0.19.1 documentation + mlx.core.stack — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.std.html b/docs/build/html/python/_autosummary/mlx.core.std.html index 849e58d74..b19af2cf5 100644 --- a/docs/build/html/python/_autosummary/mlx.core.std.html +++ b/docs/build/html/python/_autosummary/mlx.core.std.html @@ -8,7 +8,7 @@ - mlx.core.std — MLX 0.19.1 documentation + mlx.core.std — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.stop_gradient.html b/docs/build/html/python/_autosummary/mlx.core.stop_gradient.html index 065784d9f..cad1ec147 100644 --- a/docs/build/html/python/_autosummary/mlx.core.stop_gradient.html +++ b/docs/build/html/python/_autosummary/mlx.core.stop_gradient.html @@ -8,7 +8,7 @@ - mlx.core.stop_gradient — MLX 0.19.1 documentation + mlx.core.stop_gradient — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.stream.html b/docs/build/html/python/_autosummary/mlx.core.stream.html index 8f13e5758..0dec80616 100644 --- a/docs/build/html/python/_autosummary/mlx.core.stream.html +++ b/docs/build/html/python/_autosummary/mlx.core.stream.html @@ -8,7 +8,7 @@ - mlx.core.stream — MLX 0.19.1 documentation + mlx.core.stream — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.subtract.html b/docs/build/html/python/_autosummary/mlx.core.subtract.html index 6d98703e2..6e8bd62d0 100644 --- a/docs/build/html/python/_autosummary/mlx.core.subtract.html +++ b/docs/build/html/python/_autosummary/mlx.core.subtract.html @@ -8,7 +8,7 @@ - mlx.core.subtract — MLX 0.19.1 documentation + mlx.core.subtract — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.sum.html b/docs/build/html/python/_autosummary/mlx.core.sum.html index 490bf7a24..99e89502e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.sum.html +++ b/docs/build/html/python/_autosummary/mlx.core.sum.html @@ -8,7 +8,7 @@ - mlx.core.sum — MLX 0.19.1 documentation + mlx.core.sum — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.swapaxes.html b/docs/build/html/python/_autosummary/mlx.core.swapaxes.html index 52ef2113b..ff857b75d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.swapaxes.html +++ b/docs/build/html/python/_autosummary/mlx.core.swapaxes.html @@ -8,7 +8,7 @@ - mlx.core.swapaxes — MLX 0.19.1 documentation + mlx.core.swapaxes — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.synchronize.html b/docs/build/html/python/_autosummary/mlx.core.synchronize.html index 70b87f43a..b03e7816a 100644 --- a/docs/build/html/python/_autosummary/mlx.core.synchronize.html +++ b/docs/build/html/python/_autosummary/mlx.core.synchronize.html @@ -8,7 +8,7 @@ - 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mlx.core.take_along_axis — MLX 0.19.1 documentation + mlx.core.take_along_axis — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.tan.html b/docs/build/html/python/_autosummary/mlx.core.tan.html index fbaada742..d4a8778fa 100644 --- a/docs/build/html/python/_autosummary/mlx.core.tan.html +++ b/docs/build/html/python/_autosummary/mlx.core.tan.html @@ -8,7 +8,7 @@ - mlx.core.tan — MLX 0.19.1 documentation + mlx.core.tan — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.tanh.html b/docs/build/html/python/_autosummary/mlx.core.tanh.html index c8c2b415d..65a7f9d48 100644 --- a/docs/build/html/python/_autosummary/mlx.core.tanh.html +++ b/docs/build/html/python/_autosummary/mlx.core.tanh.html @@ -8,7 +8,7 @@ - mlx.core.tanh — MLX 0.19.1 documentation + mlx.core.tanh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.tensordot.html b/docs/build/html/python/_autosummary/mlx.core.tensordot.html index 9eda3f4b5..252d052a9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.tensordot.html +++ b/docs/build/html/python/_autosummary/mlx.core.tensordot.html @@ -8,7 +8,7 @@ - mlx.core.tensordot — MLX 0.19.1 documentation + mlx.core.tensordot — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.tile.html b/docs/build/html/python/_autosummary/mlx.core.tile.html index 55f0be587..2a0e9fff5 100644 --- a/docs/build/html/python/_autosummary/mlx.core.tile.html +++ b/docs/build/html/python/_autosummary/mlx.core.tile.html @@ -8,7 +8,7 @@ - mlx.core.tile — MLX 0.19.1 documentation + mlx.core.tile — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.topk.html b/docs/build/html/python/_autosummary/mlx.core.topk.html index b390be9f4..fe98a1680 100644 --- a/docs/build/html/python/_autosummary/mlx.core.topk.html +++ b/docs/build/html/python/_autosummary/mlx.core.topk.html @@ -8,7 +8,7 @@ - mlx.core.topk — MLX 0.19.1 documentation + mlx.core.topk — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.trace.html b/docs/build/html/python/_autosummary/mlx.core.trace.html index 517c886e2..a0327c036 100644 --- a/docs/build/html/python/_autosummary/mlx.core.trace.html +++ b/docs/build/html/python/_autosummary/mlx.core.trace.html @@ -8,7 +8,7 @@ - mlx.core.trace — MLX 0.19.1 documentation + mlx.core.trace — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.transpose.html b/docs/build/html/python/_autosummary/mlx.core.transpose.html index 73d44d5e8..31741ed6b 100644 --- a/docs/build/html/python/_autosummary/mlx.core.transpose.html +++ b/docs/build/html/python/_autosummary/mlx.core.transpose.html @@ -8,7 +8,7 @@ - mlx.core.transpose — MLX 0.19.1 documentation + mlx.core.transpose — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.tri.html b/docs/build/html/python/_autosummary/mlx.core.tri.html index d988d8cb4..bcedf9a30 100644 --- a/docs/build/html/python/_autosummary/mlx.core.tri.html +++ b/docs/build/html/python/_autosummary/mlx.core.tri.html @@ -8,7 +8,7 @@ - mlx.core.tri — MLX 0.19.1 documentation + mlx.core.tri — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.tril.html b/docs/build/html/python/_autosummary/mlx.core.tril.html index 106ed0fd1..44d1c3df6 100644 --- a/docs/build/html/python/_autosummary/mlx.core.tril.html +++ b/docs/build/html/python/_autosummary/mlx.core.tril.html @@ -8,7 +8,7 @@ - mlx.core.tril — MLX 0.19.1 documentation + mlx.core.tril — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.triu.html b/docs/build/html/python/_autosummary/mlx.core.triu.html index 7f07fc1b5..90db2e79f 100644 --- a/docs/build/html/python/_autosummary/mlx.core.triu.html +++ b/docs/build/html/python/_autosummary/mlx.core.triu.html @@ -8,7 +8,7 @@ - mlx.core.triu — MLX 0.19.1 documentation + mlx.core.triu — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html b/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html index 7c57bfc88..7d412e172 100644 --- a/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html +++ b/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html @@ -8,7 +8,7 @@ - mlx.core.value_and_grad — MLX 0.19.1 documentation + mlx.core.value_and_grad — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.var.html b/docs/build/html/python/_autosummary/mlx.core.var.html index 2efae5f2b..f7f175fe1 100644 --- a/docs/build/html/python/_autosummary/mlx.core.var.html +++ b/docs/build/html/python/_autosummary/mlx.core.var.html @@ -8,7 +8,7 @@ - mlx.core.var — MLX 0.19.1 documentation + mlx.core.var — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.view.html b/docs/build/html/python/_autosummary/mlx.core.view.html index b50121b40..184a3ce78 100644 --- a/docs/build/html/python/_autosummary/mlx.core.view.html +++ b/docs/build/html/python/_autosummary/mlx.core.view.html @@ -8,7 +8,7 @@ - mlx.core.view — MLX 0.19.1 documentation + mlx.core.view — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.vjp.html b/docs/build/html/python/_autosummary/mlx.core.vjp.html index b8d99c1ef..7b2ce6140 100644 --- a/docs/build/html/python/_autosummary/mlx.core.vjp.html +++ b/docs/build/html/python/_autosummary/mlx.core.vjp.html @@ -8,7 +8,7 @@ - mlx.core.vjp — MLX 0.19.1 documentation + mlx.core.vjp — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.vmap.html b/docs/build/html/python/_autosummary/mlx.core.vmap.html index 66e5a339c..b77668312 100644 --- a/docs/build/html/python/_autosummary/mlx.core.vmap.html +++ b/docs/build/html/python/_autosummary/mlx.core.vmap.html @@ -8,7 +8,7 @@ - mlx.core.vmap — MLX 0.19.1 documentation + mlx.core.vmap — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.where.html b/docs/build/html/python/_autosummary/mlx.core.where.html index 48df0e952..c0ae16530 100644 --- a/docs/build/html/python/_autosummary/mlx.core.where.html +++ b/docs/build/html/python/_autosummary/mlx.core.where.html @@ -8,7 +8,7 @@ - mlx.core.where — MLX 0.19.1 documentation + mlx.core.where — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.zeros.html b/docs/build/html/python/_autosummary/mlx.core.zeros.html index f8692ac96..6a2db4ae7 100644 --- a/docs/build/html/python/_autosummary/mlx.core.zeros.html +++ b/docs/build/html/python/_autosummary/mlx.core.zeros.html @@ -8,7 +8,7 @@ - mlx.core.zeros — MLX 0.19.1 documentation + mlx.core.zeros — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.core.zeros_like.html b/docs/build/html/python/_autosummary/mlx.core.zeros_like.html index f1a164db0..b67fa746e 100644 --- a/docs/build/html/python/_autosummary/mlx.core.zeros_like.html +++ b/docs/build/html/python/_autosummary/mlx.core.zeros_like.html @@ -8,7 +8,7 @@ - mlx.core.zeros_like — MLX 0.19.1 documentation + mlx.core.zeros_like — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.nn.quantize.html b/docs/build/html/python/_autosummary/mlx.nn.quantize.html index c759e910e..abbbb4718 100644 --- a/docs/build/html/python/_autosummary/mlx.nn.quantize.html +++ b/docs/build/html/python/_autosummary/mlx.nn.quantize.html @@ -8,7 +8,7 @@ - mlx.nn.quantize — MLX 0.19.1 documentation + mlx.nn.quantize — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.nn.value_and_grad.html b/docs/build/html/python/_autosummary/mlx.nn.value_and_grad.html index ce1a84cac..f4ff40943 100644 --- a/docs/build/html/python/_autosummary/mlx.nn.value_and_grad.html +++ b/docs/build/html/python/_autosummary/mlx.nn.value_and_grad.html @@ -8,7 +8,7 @@ - mlx.nn.value_and_grad — MLX 0.19.1 documentation + mlx.nn.value_and_grad — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.optimizers.clip_grad_norm.html b/docs/build/html/python/_autosummary/mlx.optimizers.clip_grad_norm.html index 167a10d49..ffc575d31 100644 --- a/docs/build/html/python/_autosummary/mlx.optimizers.clip_grad_norm.html +++ b/docs/build/html/python/_autosummary/mlx.optimizers.clip_grad_norm.html @@ -8,7 +8,7 @@ - mlx.optimizers.clip_grad_norm — MLX 0.19.1 documentation + mlx.optimizers.clip_grad_norm — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.utils.tree_flatten.html b/docs/build/html/python/_autosummary/mlx.utils.tree_flatten.html index bc71803bc..09c989392 100644 --- a/docs/build/html/python/_autosummary/mlx.utils.tree_flatten.html +++ b/docs/build/html/python/_autosummary/mlx.utils.tree_flatten.html @@ -8,7 +8,7 @@ - mlx.utils.tree_flatten — MLX 0.19.1 documentation + mlx.utils.tree_flatten — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.utils.tree_map.html b/docs/build/html/python/_autosummary/mlx.utils.tree_map.html index f93e85129..68040adf8 100644 --- a/docs/build/html/python/_autosummary/mlx.utils.tree_map.html +++ b/docs/build/html/python/_autosummary/mlx.utils.tree_map.html @@ -8,7 +8,7 @@ - mlx.utils.tree_map — MLX 0.19.1 documentation + mlx.utils.tree_map — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.utils.tree_map_with_path.html b/docs/build/html/python/_autosummary/mlx.utils.tree_map_with_path.html index 35e3a72e4..5050ab88d 100644 --- a/docs/build/html/python/_autosummary/mlx.utils.tree_map_with_path.html +++ b/docs/build/html/python/_autosummary/mlx.utils.tree_map_with_path.html @@ -8,7 +8,7 @@ - mlx.utils.tree_map_with_path — MLX 0.19.1 documentation + mlx.utils.tree_map_with_path — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.utils.tree_reduce.html b/docs/build/html/python/_autosummary/mlx.utils.tree_reduce.html index 132732676..69ad34968 100644 --- a/docs/build/html/python/_autosummary/mlx.utils.tree_reduce.html +++ b/docs/build/html/python/_autosummary/mlx.utils.tree_reduce.html @@ -8,7 +8,7 @@ - mlx.utils.tree_reduce — MLX 0.19.1 documentation + mlx.utils.tree_reduce — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/mlx.utils.tree_unflatten.html b/docs/build/html/python/_autosummary/mlx.utils.tree_unflatten.html index 53faabff3..4952e0cf8 100644 --- a/docs/build/html/python/_autosummary/mlx.utils.tree_unflatten.html +++ b/docs/build/html/python/_autosummary/mlx.utils.tree_unflatten.html @@ -8,7 +8,7 @@ - mlx.utils.tree_unflatten — MLX 0.19.1 documentation + mlx.utils.tree_unflatten — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/_autosummary/stream_class.html b/docs/build/html/python/_autosummary/stream_class.html index 291702d87..c626b4807 100644 --- a/docs/build/html/python/_autosummary/stream_class.html +++ b/docs/build/html/python/_autosummary/stream_class.html @@ -8,7 +8,7 @@ - mlx.core.Stream — MLX 0.19.1 documentation + mlx.core.Stream — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/array.html b/docs/build/html/python/array.html index f498783f6..354141683 100644 --- a/docs/build/html/python/array.html +++ b/docs/build/html/python/array.html @@ -8,7 +8,7 @@ - Array — MLX 0.19.1 documentation + Array — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/data_types.html b/docs/build/html/python/data_types.html index 1aaac8bb0..749adbcb6 100644 --- a/docs/build/html/python/data_types.html +++ b/docs/build/html/python/data_types.html @@ -8,7 +8,7 @@ - Data Types — MLX 0.19.1 documentation + Data Types — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/devices_and_streams.html b/docs/build/html/python/devices_and_streams.html index 61c4f1e69..e994ac7d7 100644 --- a/docs/build/html/python/devices_and_streams.html +++ b/docs/build/html/python/devices_and_streams.html @@ -8,7 +8,7 @@ - Devices and Streams — MLX 0.19.1 documentation + Devices and Streams — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/distributed.html b/docs/build/html/python/distributed.html index 2f4a9eaad..4ca32eca5 100644 --- a/docs/build/html/python/distributed.html +++ b/docs/build/html/python/distributed.html @@ -8,7 +8,7 @@ - Distributed Communication — MLX 0.19.1 documentation + Distributed Communication — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/fast.html b/docs/build/html/python/fast.html index cd66136f1..31c7cc17c 100644 --- a/docs/build/html/python/fast.html +++ b/docs/build/html/python/fast.html @@ -8,7 +8,7 @@ - Fast — MLX 0.19.1 documentation + Fast — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/fft.html b/docs/build/html/python/fft.html index bfdb94bbf..c1839861a 100644 --- a/docs/build/html/python/fft.html +++ b/docs/build/html/python/fft.html @@ -8,7 +8,7 @@ - FFT — MLX 0.19.1 documentation + FFT — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/linalg.html b/docs/build/html/python/linalg.html index 424bb4741..7b1bc7dc8 100644 --- a/docs/build/html/python/linalg.html +++ b/docs/build/html/python/linalg.html @@ -8,7 +8,7 @@ - Linear Algebra — MLX 0.19.1 documentation + Linear Algebra — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/metal.html b/docs/build/html/python/metal.html index be64f221e..72d74e11f 100644 --- a/docs/build/html/python/metal.html +++ b/docs/build/html/python/metal.html @@ -8,7 +8,7 @@ - Metal — MLX 0.19.1 documentation + Metal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn.html b/docs/build/html/python/nn.html index 6cf1582e7..7213323db 100644 --- a/docs/build/html/python/nn.html +++ b/docs/build/html/python/nn.html @@ -8,7 +8,7 @@ - Neural Networks — MLX 0.19.1 documentation + Neural Networks — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.ALiBi.html b/docs/build/html/python/nn/_autosummary/mlx.nn.ALiBi.html index ac788f5ed..f0137b532 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.ALiBi.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.ALiBi.html @@ -8,7 +8,7 @@ - mlx.nn.ALiBi — MLX 0.19.1 documentation + mlx.nn.ALiBi — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool1d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool1d.html index 3bb78c2c6..71704bb6b 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool1d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool1d.html @@ -8,7 +8,7 @@ - mlx.nn.AvgPool1d — MLX 0.19.1 documentation + mlx.nn.AvgPool1d — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool2d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool2d.html index 54f9b93cd..851916092 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool2d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.AvgPool2d.html @@ -8,7 +8,7 @@ - mlx.nn.AvgPool2d — MLX 0.19.1 documentation + mlx.nn.AvgPool2d — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.BatchNorm.html b/docs/build/html/python/nn/_autosummary/mlx.nn.BatchNorm.html index e82cf2797..eb3df8e0d 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.BatchNorm.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.BatchNorm.html @@ -8,7 +8,7 @@ - mlx.nn.BatchNorm — MLX 0.19.1 documentation + mlx.nn.BatchNorm — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.CELU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.CELU.html index 5fc03f908..93edfdc45 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.CELU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.CELU.html @@ -8,7 +8,7 @@ - mlx.nn.CELU — MLX 0.19.1 documentation + mlx.nn.CELU — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Conv1d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Conv1d.html index 844b787eb..fd0630210 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Conv1d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Conv1d.html @@ -8,7 +8,7 @@ - mlx.nn.Conv1d — MLX 0.19.1 documentation + mlx.nn.Conv1d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Conv2d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Conv2d.html index d604cd04c..6200ecc96 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Conv2d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Conv2d.html @@ -8,7 +8,7 @@ - mlx.nn.Conv2d — MLX 0.19.1 documentation + mlx.nn.Conv2d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Conv3d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Conv3d.html index a720410e0..73484e5ef 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Conv3d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Conv3d.html @@ -8,7 +8,7 @@ - mlx.nn.Conv3d — MLX 0.19.1 documentation + mlx.nn.Conv3d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose1d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose1d.html index 51475e842..a1c256e3b 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose1d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose1d.html @@ -8,7 +8,7 @@ - mlx.nn.ConvTranspose1d — MLX 0.19.1 documentation + mlx.nn.ConvTranspose1d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose2d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose2d.html index 77db45ad7..9e151017e 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose2d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose2d.html @@ -8,7 +8,7 @@ - mlx.nn.ConvTranspose2d — MLX 0.19.1 documentation + mlx.nn.ConvTranspose2d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose3d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose3d.html index 103324134..1bae57a02 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose3d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.ConvTranspose3d.html @@ -8,7 +8,7 @@ - mlx.nn.ConvTranspose3d — MLX 0.19.1 documentation + mlx.nn.ConvTranspose3d — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout.html index b57fd42ea..c64ff5c71 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout.html @@ -8,7 +8,7 @@ - mlx.nn.Dropout — MLX 0.19.1 documentation + mlx.nn.Dropout — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout2d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout2d.html index df8d6814c..471e2e423 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout2d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout2d.html @@ -8,7 +8,7 @@ - mlx.nn.Dropout2d — MLX 0.19.1 documentation + mlx.nn.Dropout2d — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout3d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout3d.html index a22f0ed4c..569f68cc6 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout3d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Dropout3d.html @@ -8,7 +8,7 @@ - mlx.nn.Dropout3d — MLX 0.19.1 documentation + mlx.nn.Dropout3d — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.ELU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.ELU.html index 339039918..e7d466669 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.ELU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.ELU.html @@ -8,7 +8,7 @@ - mlx.nn.ELU — MLX 0.19.1 documentation + mlx.nn.ELU — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Embedding.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Embedding.html index 4f8fba5e7..7804c740d 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Embedding.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Embedding.html @@ -8,7 +8,7 @@ - mlx.nn.Embedding — MLX 0.19.1 documentation + mlx.nn.Embedding — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.GELU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.GELU.html index 7b5d96996..691297c34 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.GELU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.GELU.html @@ -8,7 +8,7 @@ - mlx.nn.GELU — MLX 0.19.1 documentation + mlx.nn.GELU — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.GLU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.GLU.html index f3e6e3936..cdcd59ab3 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.GLU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.GLU.html @@ -8,7 +8,7 @@ - mlx.nn.GLU — MLX 0.19.1 documentation + mlx.nn.GLU — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.GRU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.GRU.html index 62c369257..c4d8ccb52 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.GRU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.GRU.html @@ -8,7 +8,7 @@ - mlx.nn.GRU — MLX 0.19.1 documentation + mlx.nn.GRU — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.GroupNorm.html b/docs/build/html/python/nn/_autosummary/mlx.nn.GroupNorm.html index 37505c607..f02a25a23 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.GroupNorm.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.GroupNorm.html @@ -8,7 +8,7 @@ - mlx.nn.GroupNorm — MLX 0.19.1 documentation + mlx.nn.GroupNorm — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.HardShrink.html b/docs/build/html/python/nn/_autosummary/mlx.nn.HardShrink.html index c28aaa0bf..df63048e9 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.HardShrink.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.HardShrink.html @@ -8,7 +8,7 @@ - mlx.nn.HardShrink — MLX 0.19.1 documentation + mlx.nn.HardShrink — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.HardTanh.html b/docs/build/html/python/nn/_autosummary/mlx.nn.HardTanh.html index 9f92f47c6..95908b0cf 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.HardTanh.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.HardTanh.html @@ -8,7 +8,7 @@ - mlx.nn.HardTanh — MLX 0.19.1 documentation + mlx.nn.HardTanh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Hardswish.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Hardswish.html index a0b8f08ad..59a1c8459 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Hardswish.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Hardswish.html @@ -8,7 +8,7 @@ - mlx.nn.Hardswish — MLX 0.19.1 documentation + mlx.nn.Hardswish — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.InstanceNorm.html b/docs/build/html/python/nn/_autosummary/mlx.nn.InstanceNorm.html index 82fac2086..51e6efdec 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.InstanceNorm.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.InstanceNorm.html @@ -8,7 +8,7 @@ - mlx.nn.InstanceNorm — MLX 0.19.1 documentation + mlx.nn.InstanceNorm — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.LSTM.html b/docs/build/html/python/nn/_autosummary/mlx.nn.LSTM.html index de0f9d3e8..54c2925ec 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.LSTM.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.LSTM.html @@ -8,7 +8,7 @@ - mlx.nn.LSTM — MLX 0.19.1 documentation + mlx.nn.LSTM — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.LayerNorm.html b/docs/build/html/python/nn/_autosummary/mlx.nn.LayerNorm.html index 499ee6db6..e6716066f 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.LayerNorm.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.LayerNorm.html @@ -8,7 +8,7 @@ - mlx.nn.LayerNorm — MLX 0.19.1 documentation + mlx.nn.LayerNorm — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.LeakyReLU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.LeakyReLU.html index 86378f48e..4204923f8 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.LeakyReLU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.LeakyReLU.html @@ -8,7 +8,7 @@ - mlx.nn.LeakyReLU — MLX 0.19.1 documentation + mlx.nn.LeakyReLU — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Linear.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Linear.html index 85ca84284..b5dcd955f 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Linear.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Linear.html @@ -8,7 +8,7 @@ - mlx.nn.Linear — MLX 0.19.1 documentation + mlx.nn.Linear — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.LogSigmoid.html b/docs/build/html/python/nn/_autosummary/mlx.nn.LogSigmoid.html index 47f3d8a2f..89725870a 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.LogSigmoid.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.LogSigmoid.html @@ -8,7 +8,7 @@ - mlx.nn.LogSigmoid — MLX 0.19.1 documentation + mlx.nn.LogSigmoid — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.LogSoftmax.html b/docs/build/html/python/nn/_autosummary/mlx.nn.LogSoftmax.html index 8d20b1949..23425d53a 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.LogSoftmax.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.LogSoftmax.html @@ -8,7 +8,7 @@ - mlx.nn.LogSoftmax — MLX 0.19.1 documentation + mlx.nn.LogSoftmax — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool1d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool1d.html index 24c2db23c..0f91b5bc3 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool1d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool1d.html @@ -8,7 +8,7 @@ - mlx.nn.MaxPool1d — MLX 0.19.1 documentation + mlx.nn.MaxPool1d — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool2d.html b/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool2d.html index b2aef0440..9062a3165 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool2d.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.MaxPool2d.html @@ -8,7 +8,7 @@ - mlx.nn.MaxPool2d — MLX 0.19.1 documentation + mlx.nn.MaxPool2d — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Mish.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Mish.html index 969ce505c..1eae0af09 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Mish.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Mish.html @@ -8,7 +8,7 @@ - mlx.nn.Mish — MLX 0.19.1 documentation + mlx.nn.Mish — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply.html index 5ee142e75..778989c3b 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply.html @@ -8,7 +8,7 @@ - mlx.nn.Module.apply — MLX 0.19.1 documentation + mlx.nn.Module.apply — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply_to_modules.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply_to_modules.html index d564555d3..f0b757743 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply_to_modules.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.apply_to_modules.html @@ -8,7 +8,7 @@ - mlx.nn.Module.apply_to_modules — MLX 0.19.1 documentation + mlx.nn.Module.apply_to_modules — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.children.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.children.html index 27dc2c89f..442455adb 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.children.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.children.html @@ -8,7 +8,7 @@ - mlx.nn.Module.children — MLX 0.19.1 documentation + mlx.nn.Module.children — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.eval.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.eval.html index d78c5688a..29ffe5c8f 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.eval.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.eval.html @@ -8,7 +8,7 @@ - mlx.nn.Module.eval — MLX 0.19.1 documentation + mlx.nn.Module.eval — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.filter_and_map.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.filter_and_map.html index 0ba8411dd..d38666fb5 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.filter_and_map.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.filter_and_map.html @@ -8,7 +8,7 @@ - mlx.nn.Module.filter_and_map — MLX 0.19.1 documentation + mlx.nn.Module.filter_and_map — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.freeze.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.freeze.html index a29d1172f..53e36f8d8 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.freeze.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.freeze.html @@ -8,7 +8,7 @@ - mlx.nn.Module.freeze — MLX 0.19.1 documentation + mlx.nn.Module.freeze — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.leaf_modules.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.leaf_modules.html index e5519518f..c374472f5 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.leaf_modules.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.leaf_modules.html @@ -8,7 +8,7 @@ - mlx.nn.Module.leaf_modules — MLX 0.19.1 documentation + mlx.nn.Module.leaf_modules — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.load_weights.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.load_weights.html index 7a09ac038..b10cd5f1f 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.load_weights.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.load_weights.html @@ -8,7 +8,7 @@ - mlx.nn.Module.load_weights — MLX 0.19.1 documentation + mlx.nn.Module.load_weights — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.modules.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.modules.html index 881027c14..74c3eb9a6 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.modules.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.modules.html @@ -8,7 +8,7 @@ - mlx.nn.Module.modules — MLX 0.19.1 documentation + mlx.nn.Module.modules — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.named_modules.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.named_modules.html index 33c683ccc..2f226a107 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.named_modules.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.named_modules.html @@ -8,7 +8,7 @@ - mlx.nn.Module.named_modules — MLX 0.19.1 documentation + mlx.nn.Module.named_modules — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.parameters.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.parameters.html index bb61a3997..0023c18ad 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.parameters.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.parameters.html @@ -8,7 +8,7 @@ - mlx.nn.Module.parameters — MLX 0.19.1 documentation + mlx.nn.Module.parameters — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.save_weights.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.save_weights.html index e3984d8b8..dfb92a4af 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.save_weights.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.save_weights.html @@ -8,7 +8,7 @@ - mlx.nn.Module.save_weights — MLX 0.19.1 documentation + mlx.nn.Module.save_weights — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.set_dtype.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.set_dtype.html index b3209a10d..3a3412b7c 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.set_dtype.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.set_dtype.html @@ -8,7 +8,7 @@ - mlx.nn.Module.set_dtype — MLX 0.19.1 documentation + mlx.nn.Module.set_dtype — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.state.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.state.html index 44dd07ed2..46c74af1e 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.state.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.state.html @@ -8,7 +8,7 @@ - mlx.nn.Module.state — MLX 0.19.1 documentation + mlx.nn.Module.state — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.train.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.train.html index 988f0efd1..d16936a43 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.train.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.train.html @@ -8,7 +8,7 @@ - mlx.nn.Module.train — MLX 0.19.1 documentation + mlx.nn.Module.train — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.trainable_parameters.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.trainable_parameters.html index ccee7a5fb..54e5f6b42 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.trainable_parameters.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.trainable_parameters.html @@ -8,7 +8,7 @@ - mlx.nn.Module.trainable_parameters — MLX 0.19.1 documentation + mlx.nn.Module.trainable_parameters — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.training.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.training.html index 3b9aa637d..53a4a7923 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.training.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.training.html @@ -8,7 +8,7 @@ - mlx.nn.Module.training — MLX 0.19.1 documentation + mlx.nn.Module.training — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.unfreeze.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.unfreeze.html index fd62f88d3..09f761f87 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.unfreeze.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.unfreeze.html @@ -8,7 +8,7 @@ - mlx.nn.Module.unfreeze — MLX 0.19.1 documentation + mlx.nn.Module.unfreeze — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update.html index 5c59f9b2e..bd30c92d8 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update.html @@ -8,7 +8,7 @@ - mlx.nn.Module.update — MLX 0.19.1 documentation + mlx.nn.Module.update — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update_modules.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update_modules.html index 40fe1d0e3..e3c0ed48f 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update_modules.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Module.update_modules.html @@ -8,7 +8,7 @@ - mlx.nn.Module.update_modules — MLX 0.19.1 documentation + mlx.nn.Module.update_modules — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.MultiHeadAttention.html b/docs/build/html/python/nn/_autosummary/mlx.nn.MultiHeadAttention.html index 74e144deb..5dad4b25b 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.MultiHeadAttention.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.MultiHeadAttention.html @@ -8,7 +8,7 @@ - mlx.nn.MultiHeadAttention — MLX 0.19.1 documentation + mlx.nn.MultiHeadAttention — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.PReLU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.PReLU.html index d37eda7d6..5b0f67572 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.PReLU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.PReLU.html @@ -8,7 +8,7 @@ - mlx.nn.PReLU — MLX 0.19.1 documentation + mlx.nn.PReLU — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedEmbedding.html b/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedEmbedding.html index 4d65456c1..0216e7a07 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedEmbedding.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedEmbedding.html @@ -8,7 +8,7 @@ - mlx.nn.QuantizedEmbedding — MLX 0.19.1 documentation + mlx.nn.QuantizedEmbedding — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedLinear.html b/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedLinear.html index c44f8b4de..4a57a3341 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedLinear.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.QuantizedLinear.html @@ -8,7 +8,7 @@ - mlx.nn.QuantizedLinear — MLX 0.19.1 documentation + mlx.nn.QuantizedLinear — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.RMSNorm.html b/docs/build/html/python/nn/_autosummary/mlx.nn.RMSNorm.html index a642b6455..b2b8b30ef 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.RMSNorm.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.RMSNorm.html @@ -8,7 +8,7 @@ - mlx.nn.RMSNorm — MLX 0.19.1 documentation + mlx.nn.RMSNorm — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.RNN.html b/docs/build/html/python/nn/_autosummary/mlx.nn.RNN.html index e61051370..17340c316 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.RNN.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.RNN.html @@ -8,7 +8,7 @@ - mlx.nn.RNN — MLX 0.19.1 documentation + mlx.nn.RNN — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU.html index ff8506990..db830b734 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU.html @@ -8,7 +8,7 @@ - mlx.nn.ReLU — MLX 0.19.1 documentation + mlx.nn.ReLU — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU6.html b/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU6.html index 8f608c3a3..fdaf4bf0a 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU6.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.ReLU6.html @@ -8,7 +8,7 @@ - mlx.nn.ReLU6 — MLX 0.19.1 documentation + mlx.nn.ReLU6 — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.RoPE.html b/docs/build/html/python/nn/_autosummary/mlx.nn.RoPE.html index d9c67de0b..a8fecfa42 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.RoPE.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.RoPE.html @@ -8,7 +8,7 @@ - mlx.nn.RoPE — MLX 0.19.1 documentation + mlx.nn.RoPE — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.SELU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.SELU.html index add735690..9109575b3 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.SELU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.SELU.html @@ -8,7 +8,7 @@ - mlx.nn.SELU — MLX 0.19.1 documentation + mlx.nn.SELU — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Sequential.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Sequential.html index 201cead7d..66542bf56 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Sequential.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Sequential.html @@ -8,7 +8,7 @@ - mlx.nn.Sequential — MLX 0.19.1 documentation + mlx.nn.Sequential — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.SiLU.html b/docs/build/html/python/nn/_autosummary/mlx.nn.SiLU.html index ac57dd6f3..9e7b08d30 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.SiLU.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.SiLU.html @@ -8,7 +8,7 @@ - mlx.nn.SiLU — MLX 0.19.1 documentation + mlx.nn.SiLU — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Sigmoid.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Sigmoid.html index 588b6a9ef..4e99a7188 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Sigmoid.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Sigmoid.html @@ -8,7 +8,7 @@ - mlx.nn.Sigmoid — MLX 0.19.1 documentation + mlx.nn.Sigmoid — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.SinusoidalPositionalEncoding.html b/docs/build/html/python/nn/_autosummary/mlx.nn.SinusoidalPositionalEncoding.html index 263a3baf6..dbb14df91 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.SinusoidalPositionalEncoding.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.SinusoidalPositionalEncoding.html @@ -8,7 +8,7 @@ - mlx.nn.SinusoidalPositionalEncoding — MLX 0.19.1 documentation + mlx.nn.SinusoidalPositionalEncoding — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Softmax.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Softmax.html index 7b3b8cfa7..bb5819f25 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Softmax.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Softmax.html @@ -8,7 +8,7 @@ - mlx.nn.Softmax — MLX 0.19.1 documentation + mlx.nn.Softmax — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Softmin.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Softmin.html index af7491b5a..299c97b5d 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Softmin.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Softmin.html @@ -8,7 +8,7 @@ - mlx.nn.Softmin — MLX 0.19.1 documentation + mlx.nn.Softmin — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Softplus.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Softplus.html index a76ebc384..9fcecb331 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Softplus.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Softplus.html @@ -8,7 +8,7 @@ - mlx.nn.Softplus — MLX 0.19.1 documentation + mlx.nn.Softplus — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Softshrink.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Softshrink.html index dc7c7689b..4126867fe 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Softshrink.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Softshrink.html @@ -8,7 +8,7 @@ - mlx.nn.Softshrink — MLX 0.19.1 documentation + mlx.nn.Softshrink — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Softsign.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Softsign.html index fdbfe2bf6..45dd21aef 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Softsign.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Softsign.html @@ -8,7 +8,7 @@ - mlx.nn.Softsign — MLX 0.19.1 documentation + mlx.nn.Softsign — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Step.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Step.html index 801020634..ea501965e 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Step.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Step.html @@ -8,7 +8,7 @@ - mlx.nn.Step — MLX 0.19.1 documentation + mlx.nn.Step — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Tanh.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Tanh.html index a27bf07fa..e1b8a6030 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Tanh.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Tanh.html @@ -8,7 +8,7 @@ - mlx.nn.Tanh — MLX 0.19.1 documentation + mlx.nn.Tanh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Transformer.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Transformer.html index 85b6c2eb0..0317220f6 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Transformer.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Transformer.html @@ -8,7 +8,7 @@ - mlx.nn.Transformer — MLX 0.19.1 documentation + mlx.nn.Transformer — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.Upsample.html b/docs/build/html/python/nn/_autosummary/mlx.nn.Upsample.html index f7e05a412..a716be014 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.Upsample.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.Upsample.html @@ -8,7 +8,7 @@ - mlx.nn.Upsample — MLX 0.19.1 documentation + mlx.nn.Upsample — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.constant.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.constant.html index 6fc9c2253..59edbd061 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.constant.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.constant.html @@ -8,7 +8,7 @@ - mlx.nn.init.constant — MLX 0.19.1 documentation + mlx.nn.init.constant — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_normal.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_normal.html index bc391439d..1545e2e77 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_normal.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_normal.html @@ -8,7 +8,7 @@ - mlx.nn.init.glorot_normal — MLX 0.19.1 documentation + mlx.nn.init.glorot_normal — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_uniform.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_uniform.html index 842e5ae77..d9d859a29 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_uniform.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.glorot_uniform.html @@ -8,7 +8,7 @@ - mlx.nn.init.glorot_uniform — MLX 0.19.1 documentation + mlx.nn.init.glorot_uniform — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_normal.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_normal.html index bd70972b7..086fd88dc 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_normal.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_normal.html @@ -8,7 +8,7 @@ - mlx.nn.init.he_normal — MLX 0.19.1 documentation + mlx.nn.init.he_normal — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_uniform.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_uniform.html index bf8974dc0..139cc46dc 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_uniform.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.he_uniform.html @@ -8,7 +8,7 @@ - mlx.nn.init.he_uniform — MLX 0.19.1 documentation + mlx.nn.init.he_uniform — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.identity.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.identity.html index cee1de133..10d789f21 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.identity.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.identity.html @@ -8,7 +8,7 @@ - mlx.nn.init.identity — MLX 0.19.1 documentation + mlx.nn.init.identity — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.normal.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.normal.html index 890c9e2ef..e5745fe68 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.normal.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.normal.html @@ -8,7 +8,7 @@ - mlx.nn.init.normal — MLX 0.19.1 documentation + mlx.nn.init.normal — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary/mlx.nn.init.uniform.html b/docs/build/html/python/nn/_autosummary/mlx.nn.init.uniform.html index bbec7a6e1..7bf6de751 100644 --- a/docs/build/html/python/nn/_autosummary/mlx.nn.init.uniform.html +++ b/docs/build/html/python/nn/_autosummary/mlx.nn.init.uniform.html @@ -8,7 +8,7 @@ - mlx.nn.init.uniform — MLX 0.19.1 documentation + mlx.nn.init.uniform — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.celu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.celu.html index 17497359e..f4df95d31 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.celu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.celu.html @@ -8,7 +8,7 @@ - mlx.nn.celu — MLX 0.19.1 documentation + mlx.nn.celu — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.elu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.elu.html index 94e3b8be6..b79d3e3fc 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.elu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.elu.html @@ -8,7 +8,7 @@ - mlx.nn.elu — MLX 0.19.1 documentation + mlx.nn.elu — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu.html index b7e0df196..a7258d239 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu.html @@ -8,7 +8,7 @@ - mlx.nn.gelu — MLX 0.19.1 documentation + mlx.nn.gelu — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_approx.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_approx.html index a5cb6e35c..9ad407203 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_approx.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_approx.html @@ -8,7 +8,7 @@ - mlx.nn.gelu_approx — MLX 0.19.1 documentation + mlx.nn.gelu_approx — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_fast_approx.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_fast_approx.html index 4e536cb48..4e0520ad8 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_fast_approx.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.gelu_fast_approx.html @@ -8,7 +8,7 @@ - mlx.nn.gelu_fast_approx — MLX 0.19.1 documentation + mlx.nn.gelu_fast_approx — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.glu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.glu.html index 547cf4b9d..c8662c0ce 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.glu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.glu.html @@ -8,7 +8,7 @@ - mlx.nn.glu — MLX 0.19.1 documentation + mlx.nn.glu — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_shrink.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_shrink.html index d9b750ff6..23bd8f08d 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_shrink.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_shrink.html @@ -8,7 +8,7 @@ - mlx.nn.hard_shrink — MLX 0.19.1 documentation + mlx.nn.hard_shrink — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_tanh.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_tanh.html index 8821c8ad3..b937031e8 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_tanh.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hard_tanh.html @@ -8,7 +8,7 @@ - mlx.nn.hard_tanh — MLX 0.19.1 documentation + mlx.nn.hard_tanh — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hardswish.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hardswish.html index 8b3ad8af7..0c5af629e 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hardswish.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.hardswish.html @@ -8,7 +8,7 @@ - mlx.nn.hardswish — MLX 0.19.1 documentation + mlx.nn.hardswish — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.leaky_relu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.leaky_relu.html index ac5d0f881..7496746b7 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.leaky_relu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.leaky_relu.html @@ -8,7 +8,7 @@ - mlx.nn.leaky_relu — MLX 0.19.1 documentation + mlx.nn.leaky_relu — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_sigmoid.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_sigmoid.html index c35d6d029..0e5347101 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_sigmoid.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_sigmoid.html @@ -8,7 +8,7 @@ - mlx.nn.log_sigmoid — MLX 0.19.1 documentation + mlx.nn.log_sigmoid — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_softmax.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_softmax.html index d2d8b184b..2c3811659 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_softmax.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.log_softmax.html @@ -8,7 +8,7 @@ - mlx.nn.log_softmax — MLX 0.19.1 documentation + mlx.nn.log_softmax — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.binary_cross_entropy.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.binary_cross_entropy.html index b1a6d3823..e3801e3e9 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.binary_cross_entropy.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.binary_cross_entropy.html @@ -8,7 +8,7 @@ - mlx.nn.losses.binary_cross_entropy — MLX 0.19.1 documentation + mlx.nn.losses.binary_cross_entropy — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cosine_similarity_loss.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cosine_similarity_loss.html index 0b4403caa..ba0a6ee21 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cosine_similarity_loss.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cosine_similarity_loss.html @@ -8,7 +8,7 @@ - mlx.nn.losses.cosine_similarity_loss — MLX 0.19.1 documentation + mlx.nn.losses.cosine_similarity_loss — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cross_entropy.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cross_entropy.html index b0f6b1dcb..1545b201f 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cross_entropy.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.cross_entropy.html @@ -8,7 +8,7 @@ - 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Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.hinge_loss.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.hinge_loss.html index 75e92d8b7..f86b74151 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.hinge_loss.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.hinge_loss.html @@ -8,7 +8,7 @@ - mlx.nn.losses.hinge_loss — MLX 0.19.1 documentation + mlx.nn.losses.hinge_loss — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.huber_loss.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.huber_loss.html index fd4a88963..e8fe14f56 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.huber_loss.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.losses.huber_loss.html @@ -8,7 +8,7 @@ - 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mlx.nn.prelu — MLX 0.19.1 documentation + mlx.nn.prelu — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu.html index 25fcd4ce9..ac9804fa5 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu.html @@ -8,7 +8,7 @@ - mlx.nn.relu — MLX 0.19.1 documentation + mlx.nn.relu — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu6.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu6.html index 1cbdf416a..6e081134f 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu6.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.relu6.html @@ -8,7 +8,7 @@ - mlx.nn.relu6 — MLX 0.19.1 documentation + mlx.nn.relu6 — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.selu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.selu.html index 93efc21ce..197b4ca92 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.selu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.selu.html @@ -8,7 +8,7 @@ - mlx.nn.selu — MLX 0.19.1 documentation + mlx.nn.selu — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.sigmoid.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.sigmoid.html index c1fe3624b..3979adbd9 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.sigmoid.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.sigmoid.html @@ -8,7 +8,7 @@ - mlx.nn.sigmoid — MLX 0.19.1 documentation + mlx.nn.sigmoid — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.silu.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.silu.html index 19649f437..ec3a36cde 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.silu.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.silu.html @@ -8,7 +8,7 @@ - mlx.nn.silu — MLX 0.19.1 documentation + mlx.nn.silu — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmax.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmax.html index e8da4d0c9..aff1fccf0 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmax.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmax.html @@ -8,7 +8,7 @@ - mlx.nn.softmax — MLX 0.19.1 documentation + mlx.nn.softmax — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmin.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmin.html index 58cc6eff2..5b015808e 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmin.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softmin.html @@ -8,7 +8,7 @@ - mlx.nn.softmin — MLX 0.19.1 documentation + mlx.nn.softmin — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softplus.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softplus.html index ab682509e..f3d317356 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softplus.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softplus.html @@ -8,7 +8,7 @@ - mlx.nn.softplus — MLX 0.19.1 documentation + mlx.nn.softplus — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softshrink.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softshrink.html index 08cf49c67..f86c61495 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softshrink.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.softshrink.html @@ -8,7 +8,7 @@ - mlx.nn.softshrink — MLX 0.19.1 documentation + mlx.nn.softshrink — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.step.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.step.html index 52fdd36dd..a7bb8e155 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.step.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.step.html @@ -8,7 +8,7 @@ - mlx.nn.step — MLX 0.19.1 documentation + mlx.nn.step — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.tanh.html b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.tanh.html index 65d9f00a1..4b5ada0dc 100644 --- a/docs/build/html/python/nn/_autosummary_functions/mlx.nn.tanh.html +++ b/docs/build/html/python/nn/_autosummary_functions/mlx.nn.tanh.html @@ -8,7 +8,7 @@ - mlx.nn.tanh — MLX 0.19.1 documentation + mlx.nn.tanh — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/functions.html b/docs/build/html/python/nn/functions.html index 361831726..b2c2d697a 100644 --- a/docs/build/html/python/nn/functions.html +++ b/docs/build/html/python/nn/functions.html @@ -8,7 +8,7 @@ - Functions — MLX 0.19.1 documentation + Functions — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/init.html b/docs/build/html/python/nn/init.html index 0dd9fe4f3..ab4f86947 100644 --- a/docs/build/html/python/nn/init.html +++ b/docs/build/html/python/nn/init.html @@ -8,7 +8,7 @@ - Initializers — MLX 0.19.1 documentation + Initializers — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/layers.html b/docs/build/html/python/nn/layers.html index c2145c4f9..3badf3ab0 100644 --- a/docs/build/html/python/nn/layers.html +++ b/docs/build/html/python/nn/layers.html @@ -8,7 +8,7 @@ - Layers — MLX 0.19.1 documentation + Layers — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/losses.html b/docs/build/html/python/nn/losses.html index 6cb0c4d53..4b12eda64 100644 --- a/docs/build/html/python/nn/losses.html +++ b/docs/build/html/python/nn/losses.html @@ -8,7 +8,7 @@ - Loss Functions — MLX 0.19.1 documentation + Loss Functions — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/nn/module.html b/docs/build/html/python/nn/module.html index 4123423a6..9c14f8be0 100644 --- a/docs/build/html/python/nn/module.html +++ b/docs/build/html/python/nn/module.html @@ -8,7 +8,7 @@ - Module — MLX 0.19.1 documentation + Module — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/ops.html b/docs/build/html/python/ops.html index afdc590c7..3c803ff29 100644 --- a/docs/build/html/python/ops.html +++ b/docs/build/html/python/ops.html @@ -8,7 +8,7 @@ - Operations — MLX 0.19.1 documentation + Operations — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers.html b/docs/build/html/python/optimizers.html index 0553701d5..64c50c04a 100644 --- a/docs/build/html/python/optimizers.html +++ b/docs/build/html/python/optimizers.html @@ -8,7 +8,7 @@ - Optimizers — MLX 0.19.1 documentation + Optimizers — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdaDelta.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdaDelta.html index f65560621..8addfbec5 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdaDelta.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdaDelta.html @@ -8,7 +8,7 @@ - mlx.optimizers.AdaDelta — MLX 0.19.1 documentation + mlx.optimizers.AdaDelta — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adafactor.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adafactor.html index 19c64ac79..b6e83b56d 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adafactor.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adafactor.html @@ -8,7 +8,7 @@ - mlx.optimizers.Adafactor — MLX 0.19.1 documentation + mlx.optimizers.Adafactor — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adagrad.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adagrad.html index 8ee980815..4fa36459d 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adagrad.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adagrad.html @@ -8,7 +8,7 @@ - mlx.optimizers.Adagrad — MLX 0.19.1 documentation + mlx.optimizers.Adagrad — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adam.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adam.html index fcfa5a591..28a426153 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adam.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adam.html @@ -8,7 +8,7 @@ - mlx.optimizers.Adam — MLX 0.19.1 documentation + mlx.optimizers.Adam — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdamW.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdamW.html index a558400b3..513fbee62 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdamW.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.AdamW.html @@ -8,7 +8,7 @@ - mlx.optimizers.AdamW — MLX 0.19.1 documentation + mlx.optimizers.AdamW — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adamax.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adamax.html index 0f70b4777..1f6570c4a 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adamax.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Adamax.html @@ -8,7 +8,7 @@ - mlx.optimizers.Adamax — MLX 0.19.1 documentation + mlx.optimizers.Adamax — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Lion.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Lion.html index 111ca33f4..018ebff44 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Lion.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Lion.html @@ -8,7 +8,7 @@ - mlx.optimizers.Lion — MLX 0.19.1 documentation + mlx.optimizers.Lion — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.apply_gradients.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.apply_gradients.html index dd6f281b6..287f2d647 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.apply_gradients.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.apply_gradients.html @@ -8,7 +8,7 @@ - mlx.optimizers.Optimizer.apply_gradients — MLX 0.19.1 documentation + mlx.optimizers.Optimizer.apply_gradients — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.init.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.init.html index f188fb84b..1e92cceed 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.init.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.init.html @@ -8,7 +8,7 @@ - mlx.optimizers.Optimizer.init — MLX 0.19.1 documentation + mlx.optimizers.Optimizer.init — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.state.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.state.html index 25ee90ea4..7b181db0e 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.state.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.state.html @@ -8,7 +8,7 @@ - mlx.optimizers.Optimizer.state — MLX 0.19.1 documentation + mlx.optimizers.Optimizer.state — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.update.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.update.html index eb836a9b0..5b75213b7 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.update.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.Optimizer.update.html @@ -8,7 +8,7 @@ - mlx.optimizers.Optimizer.update — MLX 0.19.1 documentation + mlx.optimizers.Optimizer.update — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.RMSprop.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.RMSprop.html index 801cf66cc..2bc717911 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.RMSprop.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.RMSprop.html @@ -8,7 +8,7 @@ - mlx.optimizers.RMSprop — MLX 0.19.1 documentation + mlx.optimizers.RMSprop — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.SGD.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.SGD.html index efd5fb9bc..303128624 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.SGD.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.SGD.html @@ -8,7 +8,7 @@ - mlx.optimizers.SGD — MLX 0.19.1 documentation + mlx.optimizers.SGD — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.cosine_decay.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.cosine_decay.html index bb7ebf4ba..cd8560ebe 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.cosine_decay.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.cosine_decay.html @@ -8,7 +8,7 @@ - mlx.optimizers.cosine_decay — MLX 0.19.1 documentation + mlx.optimizers.cosine_decay — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.exponential_decay.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.exponential_decay.html index 469e80ac1..a4aa78bce 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.exponential_decay.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.exponential_decay.html @@ -8,7 +8,7 @@ - mlx.optimizers.exponential_decay — MLX 0.19.1 documentation + mlx.optimizers.exponential_decay — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.join_schedules.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.join_schedules.html index 0f275d01a..e6dfbc3ad 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.join_schedules.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.join_schedules.html @@ -8,7 +8,7 @@ - mlx.optimizers.join_schedules — MLX 0.19.1 documentation + mlx.optimizers.join_schedules — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.linear_schedule.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.linear_schedule.html index 5a51e7670..757c9c9b3 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.linear_schedule.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.linear_schedule.html @@ -8,7 +8,7 @@ - mlx.optimizers.linear_schedule — MLX 0.19.1 documentation + mlx.optimizers.linear_schedule — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.step_decay.html b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.step_decay.html index bee98bb0d..52d44816e 100644 --- a/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.step_decay.html +++ b/docs/build/html/python/optimizers/_autosummary/mlx.optimizers.step_decay.html @@ -8,7 +8,7 @@ - mlx.optimizers.step_decay — MLX 0.19.1 documentation + mlx.optimizers.step_decay — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/common_optimizers.html b/docs/build/html/python/optimizers/common_optimizers.html index e4d93ca9f..c87265994 100644 --- a/docs/build/html/python/optimizers/common_optimizers.html +++ b/docs/build/html/python/optimizers/common_optimizers.html @@ -8,7 +8,7 @@ - Common Optimizers — MLX 0.19.1 documentation + Common Optimizers — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/optimizer.html b/docs/build/html/python/optimizers/optimizer.html index 3a52bbaef..94572e4fd 100644 --- a/docs/build/html/python/optimizers/optimizer.html +++ b/docs/build/html/python/optimizers/optimizer.html @@ -8,7 +8,7 @@ - Optimizer — MLX 0.19.1 documentation + Optimizer — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/optimizers/schedulers.html b/docs/build/html/python/optimizers/schedulers.html index 976b8a215..ec5fda617 100644 --- a/docs/build/html/python/optimizers/schedulers.html +++ b/docs/build/html/python/optimizers/schedulers.html @@ -8,7 +8,7 @@ - Schedulers — MLX 0.19.1 documentation + Schedulers — MLX 0.19.2 documentation @@ -39,19 +39,20 @@ - + + - + @@ -130,8 +131,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/random.html b/docs/build/html/python/random.html index e9e76f14e..ab16fe0e3 100644 --- a/docs/build/html/python/random.html +++ b/docs/build/html/python/random.html @@ -8,7 +8,7 @@ - Random — MLX 0.19.1 documentation + Random — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/transforms.html b/docs/build/html/python/transforms.html index 06df10314..aceb912b5 100644 --- a/docs/build/html/python/transforms.html +++ b/docs/build/html/python/transforms.html @@ -8,7 +8,7 @@ - Transforms — MLX 0.19.1 documentation + Transforms — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/python/tree_utils.html b/docs/build/html/python/tree_utils.html index 4884e2f2f..ede471202 100644 --- a/docs/build/html/python/tree_utils.html +++ b/docs/build/html/python/tree_utils.html @@ -8,7 +8,7 @@ - Tree Utils — MLX 0.19.1 documentation + Tree Utils — MLX 0.19.2 documentation @@ -39,18 +39,19 @@ - + + - + @@ -129,8 +130,8 @@ - MLX 0.19.1 documentation - Home - MLX 0.19.1 documentation - Home + MLX 0.19.2 documentation - Home + MLX 0.19.2 documentation - Home diff --git a/docs/build/html/scatter_8h.html b/docs/build/html/scatter_8h.html index 3aa753b4a..86d8336bd 100644 --- a/docs/build/html/scatter_8h.html +++ b/docs/build/html/scatter_8h.html @@ -99,84 +99,18 @@ $(function(){ initResizable(false); }); - - - - - - + + +

    Functions

    template<typename T , typename IdxT , typename Op , int NIDX>
    METAL_FUNC void scatter_1d_index_impl (const device T *updates, device mlx_atomic< T > *out, const constant int *out_shape, const constant size_t *out_strides, const constant size_t &out_ndim, const constant int *upd_shape, const constant size_t &upd_ndim, const constant size_t &upd_size, const thread array< const device IdxT *, NIDX > &idx_buffers, uint2 gid)
     
    template<typename T , typename IdxT , typename Op , int NIDX>
    METAL_FUNC void scatter_impl (const device T *updates, device mlx_atomic< T > *out, const constant int *upd_shape, const constant size_t *upd_strides, const constant size_t &upd_ndim, const constant size_t &upd_size, const constant int *out_shape, const constant size_t *out_strides, const constant size_t &out_ndim, const constant int *axes, const thread Indices< IdxT, NIDX > &indices, uint2 gid)
     
    template<typename T , typename IdxT , typename Op , int NIDX, bool UPD_ROW_CONTIG, int NWORK>
    METAL_FUNC void scatter_impl (const device T *updates, device mlx_atomic< T > *out, const constant int *upd_shape, const constant size_t *upd_strides, const constant size_t &upd_ndim, const constant size_t &upd_size, const constant int *out_shape, const constant size_t *out_strides, const constant size_t &out_ndim, const constant int *axes, const constant size_t &idx_size, const thread Indices< IdxT, NIDX > &indices, uint2 gid)
     

    Function Documentation

    - -

    ◆ scatter_1d_index_impl()

    + +

    ◆ scatter_impl()

    -template<typename T , typename IdxT , typename Op , int NIDX>
    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    METAL_FUNC void scatter_1d_index_impl (const device T * updates,
    device mlx_atomic< T > * out,
    const constant int * out_shape,
    const constant size_t * out_strides,
    const constant size_t & out_ndim,
    const constant int * upd_shape,
    const constant size_t & upd_ndim,
    const constant size_t & upd_size,
    const thread array< const device IdxT *, NIDX > & idx_buffers,
    uint2 gid )
    -
    - -
    -
    - -

    ◆ scatter_impl()

    - -
    -
    -
    -template<typename T , typename IdxT , typename Op , int NIDX>
    +template<typename T , typename IdxT , typename Op , int NIDX, bool UPD_ROW_CONTIG, int NWORK>
    @@ -228,6 +162,11 @@ template<typename T , typename IdxT , typename Op , int NIDX> + + + + + diff --git a/docs/build/html/scatter_8h_source.html b/docs/build/html/scatter_8h_source.html index 694aa7df9..2c89521d7 100644 --- a/docs/build/html/scatter_8h_source.html +++ b/docs/build/html/scatter_8h_source.html @@ -97,86 +97,64 @@ $(function(){ initResizable(false); });
    4
    5#include "mlx/backend/metal/kernels/indexing.h"
    6
    -
    7template <typename T, typename IdxT, typename Op, int NIDX>
    -
    -
    8METAL_FUNC void scatter_1d_index_impl(
    -
    9 const device T* updates [[buffer(1)]],
    -
    10 device mlx_atomic<T>* out [[buffer(2)]],
    -
    11 const constant int* out_shape [[buffer(3)]],
    -
    12 const constant size_t* out_strides [[buffer(4)]],
    -
    13 const constant size_t& out_ndim [[buffer(5)]],
    -
    14 const constant int* upd_shape [[buffer(6)]],
    -
    15 const constant size_t& upd_ndim [[buffer(7)]],
    -
    16 const constant size_t& upd_size [[buffer(8)]],
    -
    17 const thread array<const device IdxT*, NIDX>& idx_buffers,
    -
    18 uint2 gid [[thread_position_in_grid]]) {
    -
    19 Op op;
    -
    20
    -
    21 size_t out_idx = 0;
    -
    22 for (int i = 0; i < NIDX; i++) {
    -
    23 auto idx_val = offset_neg_idx(idx_buffers[i][gid.y], out_shape[i]);
    -
    24 out_idx += idx_val * out_strides[i];
    -
    25 }
    -
    26
    -
    27 if (upd_ndim > 1) {
    -
    28 auto out_offset = elem_to_loc(gid.x, upd_shape + 1, out_strides, out_ndim);
    -
    29 out_idx += out_offset;
    -
    30 } else {
    -
    31 out_idx += gid.x;
    -
    32 }
    -
    33
    -
    34 op.atomic_update(out, updates[gid.y * upd_size + gid.x], out_idx);
    -
    35}
    -
    +
    7template <
    +
    8 typename T,
    +
    9 typename IdxT,
    +
    10 typename Op,
    +
    11 int NIDX,
    +
    12 bool UPD_ROW_CONTIG,
    +
    13 int NWORK>
    +
    +
    14METAL_FUNC void scatter_impl(
    +
    15 const device T* updates,
    +
    16 device mlx_atomic<T>* out,
    +
    17 const constant int* upd_shape,
    +
    18 const constant size_t* upd_strides,
    +
    19 const constant size_t& upd_ndim,
    +
    20 const constant size_t& upd_size,
    +
    21 const constant int* out_shape,
    +
    22 const constant size_t* out_strides,
    +
    23 const constant size_t& out_ndim,
    +
    24 const constant int* axes,
    +
    25 const constant size_t& idx_size,
    +
    26 const thread Indices<IdxT, NIDX>& indices,
    +
    27 uint2 gid [[thread_position_in_grid]]) {
    +
    28 Op op;
    +
    29
    +
    30 auto ind_idx = gid.y * NWORK;
    +
    31 size_t out_offset = 0;
    +
    32 if (upd_size > 1) {
    +
    33 out_offset =
    +
    34 elem_to_loc(gid.x, upd_shape + indices.ndim, out_strides, out_ndim);
    +
    35 }
    36
    -
    37template <typename T, typename IdxT, typename Op, int NIDX>
    -
    -
    38METAL_FUNC void scatter_impl(
    -
    39 const device T* updates [[buffer(1)]],
    -
    40 device mlx_atomic<T>* out [[buffer(2)]],
    -
    41 const constant int* upd_shape [[buffer(3)]],
    -
    42 const constant size_t* upd_strides [[buffer(4)]],
    -
    43 const constant size_t& upd_ndim [[buffer(5)]],
    -
    44 const constant size_t& upd_size [[buffer(6)]],
    -
    45 const constant int* out_shape [[buffer(7)]],
    -
    46 const constant size_t* out_strides [[buffer(8)]],
    -
    47 const constant size_t& out_ndim [[buffer(9)]],
    -
    48 const constant int* axes [[buffer(10)]],
    -
    49 const thread Indices<IdxT, NIDX>& indices,
    -
    50 uint2 gid [[thread_position_in_grid]]) {
    -
    51 Op op;
    -
    52 auto ind_idx = gid.y;
    -
    53 auto ind_offset = gid.x;
    -
    54
    -
    55 size_t out_idx = 0;
    -
    56 for (int i = 0; i < NIDX; ++i) {
    -
    57 auto idx_loc = elem_to_loc(
    -
    58 ind_idx,
    -
    59 &indices.shapes[indices.ndim * i],
    -
    60 &indices.strides[indices.ndim * i],
    -
    61 indices.ndim);
    -
    62 auto ax = axes[i];
    -
    63 auto idx_val = offset_neg_idx(indices.buffers[i][idx_loc], out_shape[ax]);
    -
    64 out_idx += idx_val * out_strides[ax];
    -
    65 }
    -
    66
    -
    67 if (upd_size > 1) {
    -
    68 auto out_offset = elem_to_loc(
    -
    69 ind_offset, upd_shape + indices.ndim, out_strides, out_ndim);
    -
    70 out_idx += out_offset;
    -
    71 }
    -
    72
    -
    73 auto upd_idx =
    -
    74 elem_to_loc(gid.y * upd_size + gid.x, upd_shape, upd_strides, upd_ndim);
    -
    75 op.atomic_update(out, updates[upd_idx], out_idx);
    -
    76}
    +
    37 for (int j = 0; j < NWORK && ind_idx < idx_size; ++j, ind_idx++) {
    +
    38 size_t out_idx = out_offset;
    +
    39 for (int i = 0; i < NIDX; ++i) {
    +
    40 auto idx_loc = indices.row_contiguous[i]
    +
    41 ? ind_idx
    +
    42 : elem_to_loc(
    +
    43 ind_idx,
    +
    44 &indices.shapes[indices.ndim * i],
    +
    45 &indices.strides[indices.ndim * i],
    +
    46 indices.ndim);
    +
    47 auto ax = axes[i];
    +
    48 auto idx_val = offset_neg_idx(indices.buffers[i][idx_loc], out_shape[ax]);
    +
    49 out_idx += idx_val * out_strides[ax];
    +
    50 }
    +
    51 auto upd_idx = ind_idx * upd_size + gid.x;
    +
    52 if constexpr (!UPD_ROW_CONTIG) {
    +
    53 upd_idx = elem_to_loc(upd_idx, upd_shape, upd_strides, upd_ndim);
    +
    54 }
    +
    55 op.atomic_update(out, updates[upd_idx], out_idx);
    +
    56 }
    +
    57}
    elem_to_loc
    METAL_FUNC stride_t elem_to_loc(uint elem, constant const int *shape, constant const stride_t *strides, int ndim)
    Definition utils.h:87
    op
    Op op
    Definition binary.h:129
    -
    offset_neg_idx
    METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size)
    Definition indexing.h:16
    -
    scatter_impl
    METAL_FUNC void scatter_impl(const device T *updates, device mlx_atomic< T > *out, const constant int *upd_shape, const constant size_t *upd_strides, const constant size_t &upd_ndim, const constant size_t &upd_size, const constant int *out_shape, const constant size_t *out_strides, const constant size_t &out_ndim, const constant int *axes, const thread Indices< IdxT, NIDX > &indices, uint2 gid)
    Definition scatter.h:38
    -
    scatter_1d_index_impl
    METAL_FUNC void scatter_1d_index_impl(const device T *updates, device mlx_atomic< T > *out, const constant int *out_shape, const constant size_t *out_strides, const constant size_t &out_ndim, const constant int *upd_shape, const constant size_t &upd_ndim, const constant size_t &upd_size, const thread array< const device IdxT *, NIDX > &idx_buffers, uint2 gid)
    Definition scatter.h:8
    +
    offset_neg_idx
    METAL_FUNC size_t offset_neg_idx(IdxT idx, size_t size)
    Definition indexing.h:17
    +
    scatter_impl
    METAL_FUNC void scatter_impl(const device T *updates, device mlx_atomic< T > *out, const constant int *upd_shape, const constant size_t *upd_strides, const constant size_t &upd_ndim, const constant size_t &upd_size, const constant int *out_shape, const constant size_t *out_strides, const constant size_t &out_ndim, const constant int *axes, const constant size_t &idx_size, const thread Indices< IdxT, NIDX > &indices, uint2 gid)
    Definition scatter.h:14
    Indices
    Definition indexing.h:8
    mlx_atomic
    Definition atomic.h:25
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    142 // Store results to device memory
    143 {
    144 // Adjust for simdgroup and thread locatio
    -
    145 int offset_m = c_row + mma_op.sm + mma_op.tm;
    -
    146 int offset_n = c_col + mma_op.sn + mma_op.tn;
    +
    145 int offset_m = c_row + mma_op.sm;
    +
    146 int offset_n = c_col + mma_op.sn;
    147 C += offset_n;
    148
    149 if (offset_n >= gemm_params->N)
    @@ -263,17 +263,17 @@ $(function(){ initResizable(false); });
    169 STEEL_PRAGMA_UNROLL
    170 for (int j = 0; j < mma_t::TN; j++) {
    171 // Get accumulated result and associated offset in C
    -
    172 thread const auto& accum =
    -
    173 mma_op.results[i * mma_t::TN + j].thread_elements();
    -
    174 int offset = offset_cm + (j * mma_t::TN_stride);
    -
    175
    -
    176 // Apply epilogue and output C
    -
    177 if (j * mma_t::TN_stride < diff) {
    -
    178 C[offset] = Epilogue::apply(accum[0]);
    -
    179 }
    -
    180
    -
    181 if (j * mma_t::TN_stride + 1 < diff) {
    -
    182 C[offset + 1] = Epilogue::apply(accum[1]);
    +
    172 thread const auto& accum = mma_op.Ctile.frag_at(i, j);
    +
    173 int offset = offset_cm + (j * mma_t::TN_stride);
    +
    174
    +
    175 constexpr short kelems = decltype(mma_op.Ctile)::kElemsPerFrag;
    +
    176
    +
    177 // Apply epilogue and output C
    +
    178 STEEL_PRAGMA_UNROLL
    +
    179 for (short k = 0; k < kelems; k++) {
    +
    180 if ((j * mma_t::TN_stride + k) < diff) {
    +
    181 C[offset + k] = Epilogue::apply(accum[k]);
    +
    182 }
    183 }
    184 }
    185 }
    diff --git a/docs/build/html/struct_indices-members.html b/docs/build/html/struct_indices-members.html index c2b90d672..0a3ba5f48 100644 --- a/docs/build/html/struct_indices-members.html +++ b/docs/build/html/struct_indices-members.html @@ -92,8 +92,9 @@ $(function(){ initResizable(false); });
    METAL_FUNC void scatter_impl const constant int * axes,
    const constant size_t & idx_size,
    - - + + +
    buffersIndices< IdxT, NIDX >
    ndimIndices< IdxT, NIDX >
    shapesIndices< IdxT, NIDX >
    stridesIndices< IdxT, NIDX >
    row_contiguousIndices< IdxT, NIDX >
    shapesIndices< IdxT, NIDX >
    stridesIndices< IdxT, NIDX >
    diff --git a/docs/build/html/struct_indices.html b/docs/build/html/struct_indices.html index 7c6ffb04f..924353a1b 100644 --- a/docs/build/html/struct_indices.html +++ b/docs/build/html/struct_indices.html @@ -101,6 +101,8 @@ Public Attributes   const constant size_t * strides   +const constant bool * row_contiguous +  const int ndim   @@ -135,6 +137,22 @@ template<typename IdxT , int NIDX>
    +
    + + +

    ◆ row_contiguous

    + +
    +
    +
    +template<typename IdxT , int NIDX>
    + + + + +
    const constant bool* Indices< IdxT, NIDX >::row_contiguous
    +
    +
    diff --git a/docs/build/html/structmetal_1_1is__empty.html b/docs/build/html/structmetal_1_1is__empty.html new file mode 100644 index 000000000..93b729763 --- /dev/null +++ b/docs/build/html/structmetal_1_1is__empty.html @@ -0,0 +1,112 @@ + + + + + + + +MLX: metal::is_empty< T > Struct Template Reference + + + + + + + + + + + + + +
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    #include <type_traits.h>

    +
    +Inheritance diagram for metal::is_empty< T >:
    +
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    #include <type_traits.h>

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    type typedefmetal::make_void< Ts >
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    #include <type_traits.h>

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    Member Typedef Documentation

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    type typedefmetal::pointer_element< constant T * >
    + +
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    type typedefmetal::pointer_element< device T * >
    + +
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    #include <type_traits.h>

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    using type = remove_cv_t<T>
     
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    Member Typedef Documentation

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    ◆ type

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    using metal::pointer_element< device T * >::type = remove_cv_t<T>
    +
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    metal::pointer_element< thread T * > Member List
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    This is the complete list of members for metal::pointer_element< thread T * >, including all inherited members.

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    type typedefmetal::pointer_element< thread T * >
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    + + diff --git a/docs/build/html/structmetal_1_1pointer__element_3_01thread_01_t_01_5_01_4.html b/docs/build/html/structmetal_1_1pointer__element_3_01thread_01_t_01_5_01_4.html new file mode 100644 index 000000000..e9d17f2fe --- /dev/null +++ b/docs/build/html/structmetal_1_1pointer__element_3_01thread_01_t_01_5_01_4.html @@ -0,0 +1,132 @@ + + + + + + + +MLX: metal::pointer_element< thread T * > Struct Template Reference + + + + + + + + + + + + + +
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    #include <type_traits.h>

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    using type = remove_cv_t<T>
     
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    ◆ type

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    using metal::pointer_element< thread T * >::type = remove_cv_t<T>
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    This is the complete list of members for metal::pointer_element< threadgroup T * >, including all inherited members.

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    type typedefmetal::pointer_element< threadgroup T * >
    + +
    +Generated by doxygen 1.12.0 +
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    + + diff --git a/docs/build/html/structmetal_1_1pointer__element_3_01threadgroup_01_t_01_5_01_4.html b/docs/build/html/structmetal_1_1pointer__element_3_01threadgroup_01_t_01_5_01_4.html new file mode 100644 index 000000000..491c778d6 --- /dev/null +++ b/docs/build/html/structmetal_1_1pointer__element_3_01threadgroup_01_t_01_5_01_4.html @@ -0,0 +1,132 @@ + + + + + + + +MLX: metal::pointer_element< threadgroup T * > Struct Template Reference + + + + + + + + + + + + + +
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    #include <type_traits.h>

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    using type = remove_cv_t<T>
     
    +

    Member Typedef Documentation

    + +

    ◆ type

    + +
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    +template<typename T >
    + + + + +
    using metal::pointer_element< threadgroup T * >::type = remove_cv_t<T>
    +
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    The documentation for this struct was generated from the following file: +
    + +
    +Generated by doxygen 1.12.0 +
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    + + diff --git a/docs/build/html/structmlx_1_1steel_1_1_base_m_m_a_frag.html b/docs/build/html/structmlx_1_1steel_1_1_base_m_m_a_frag.html new file mode 100644 index 000000000..1258f1714 --- /dev/null +++ b/docs/build/html/structmlx_1_1steel_1_1_base_m_m_a_frag.html @@ -0,0 +1,106 @@ + + + + + + + +MLX: mlx::steel::BaseMMAFrag< T, kFragRows_, kFragCols_ > Struct Template Reference + + + + + + + + + + + + + +
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    mlx::steel::BaseMMAFrag< T, kFragRows_, kFragCols_ > Struct Template Reference
    +
    +
    + +

    #include <mma.h>

    +
    The documentation for this struct was generated from the following file:
      +
    • mlx/backend/metal/kernels/steel/gemm/mma.h
      • +
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    +Generated by doxygen 1.12.0 +
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    mlx::steel::BaseMMAFrag< T, 8, 8 > Member List
    +
    +
    + +

    This is the complete list of members for mlx::steel::BaseMMAFrag< T, 8, 8 >, including all inherited members.

    + + + + + + + + + + + + + + + +
    frag_type typedefmlx::steel::BaseMMAFrag< T, 8, 8 >
    get_coord(ushort simd_lane_id)mlx::steel::BaseMMAFrag< T, 8, 8 >inlinestatic
    kElemColsmlx::steel::BaseMMAFrag< T, 8, 8 >
    kElemRowsmlx::steel::BaseMMAFrag< T, 8, 8 >
    kElemsPerFragmlx::steel::BaseMMAFrag< T, 8, 8 >
    kFragColsmlx::steel::BaseMMAFrag< T, 8, 8 >
    kFragRowsmlx::steel::BaseMMAFrag< T, 8, 8 >
    load(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y)mlx::steel::BaseMMAFrag< T, 8, 8 >inlinestatic
    load_safe(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})mlx::steel::BaseMMAFrag< T, 8, 8 >inlinestatic
    mat_type typedefmlx::steel::BaseMMAFrag< T, 8, 8 >
    mma(thread frag_type &D, thread frag_type &A, thread frag_type &B, thread frag_type &C)mlx::steel::BaseMMAFrag< T, 8, 8 >inlinestatic
    mma(thread mat_type &D, thread mat_type &A, thread mat_type &B, thread mat_type &C)mlx::steel::BaseMMAFrag< T, 8, 8 >inlinestatic
    store(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y)mlx::steel::BaseMMAFrag< T, 8, 8 >inlinestatic
    store_safe(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})mlx::steel::BaseMMAFrag< T, 8, 8 >inlinestatic
    + +
    +Generated by doxygen 1.12.0 +
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    + + diff --git a/docs/build/html/structmlx_1_1steel_1_1_base_m_m_a_frag_3_01_t_00_018_00_018_01_4.html b/docs/build/html/structmlx_1_1steel_1_1_base_m_m_a_frag_3_01_t_00_018_00_018_01_4.html new file mode 100644 index 000000000..5c8cc5d22 --- /dev/null +++ b/docs/build/html/structmlx_1_1steel_1_1_base_m_m_a_frag_3_01_t_00_018_00_018_01_4.html @@ -0,0 +1,589 @@ + + + + + + + +MLX: mlx::steel::BaseMMAFrag< T, 8, 8 > Struct Template Reference + + + + + + + + + + + + + +
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    mlx::steel::BaseMMAFrag< T, 8, 8 > Struct Template Reference
    +
    +
    + +

    #include <mma.h>

    + + + + + + +

    +Public Types

    typedef metal::simdgroup_matrix< T, kFragRows, kFragCols > mat_type
     
    typedef metal::vec< T, kElemsPerFrag > frag_type
     
    + + + + + + + + + + + + + + + + + + + +

    +Static Public Member Functions

    static METAL_FUNC constexpr short2 get_coord (ushort simd_lane_id)
     
    template<typename SrcPtrType , typename StrX , typename StrY >
    static METAL_FUNC constexpr void load (thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y)
     
    template<typename SrcPtrType , typename StrX , typename StrY , typename LimX , typename LimY , typename OffX , typename OffY >
    static METAL_FUNC constexpr void load_safe (thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
     
    template<typename DstPtrType , typename StrX , typename StrY >
    static METAL_FUNC constexpr void store (const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y)
     
    template<typename DstPtrType , typename StrX , typename StrY , typename LimX , typename LimY , typename OffX , typename OffY >
    static METAL_FUNC constexpr void store_safe (const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
     
    static METAL_FUNC constexpr void mma (thread frag_type &D, thread frag_type &A, thread frag_type &B, thread frag_type &C)
     
    static METAL_FUNC constexpr void mma (thread mat_type &D, thread mat_type &A, thread mat_type &B, thread mat_type &C)
     
    + + + + + + + + + + + +

    +Public Attributes

    STEEL_CONST int kFragRows = 8
     
    STEEL_CONST int kFragCols = 8
     
    STEEL_CONST int kElemsPerFrag = (kFragRows * kFragCols) / 32
     
    STEEL_CONST int kElemRows = 1
     
    STEEL_CONST int kElemCols = 2
     
    +

    Member Typedef Documentation

    + +

    ◆ frag_type

    + +
    +
    +
    +template<typename T >
    + + + + +
    metal::vec<T, kElemsPerFrag> mlx::steel::BaseMMAFrag< T, 8, 8 >::frag_type
    +
    + +
    +
    + +

    ◆ mat_type

    + +
    +
    +
    +template<typename T >
    + + + + +
    metal::simdgroup_matrix<T, kFragRows, kFragCols> mlx::steel::BaseMMAFrag< T, 8, 8 >::mat_type
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ get_coord()

    + +
    +
    +
    +template<typename T >
    + + + + + +
    + + + + + + + +
    static METAL_FUNC constexpr short2 mlx::steel::BaseMMAFrag< T, 8, 8 >::get_coord (ushort simd_lane_id)
    +     		+inlinestaticconstexpr
    +
    + +
    +
    + +

    ◆ load()

    + +
    +
    +
    +template<typename T >
    +
    +template<typename SrcPtrType , typename StrX , typename StrY >
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    static METAL_FUNC constexpr void mlx::steel::BaseMMAFrag< T, 8, 8 >::load (thread frag_type & dst,
    SrcPtrType src,
    StrX str_x,
    StrY str_y )
    +     		+inlinestaticconstexpr
    +
    + +
    +
    + +

    ◆ load_safe()

    + +
    +
    +
    +template<typename T >
    +
    +template<typename SrcPtrType , typename StrX , typename StrY , typename LimX , typename LimY , typename OffX , typename OffY >
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    static METAL_FUNC constexpr void mlx::steel::BaseMMAFrag< T, 8, 8 >::load_safe (thread frag_type & dst,
    SrcPtrType src,
    StrX str_x,
    StrY str_y,
    LimX lim_x,
    LimY lim_y,
    OffX off_x = Int<0>{},
    OffY off_y = Int<0>{} )
    +     		+inlinestaticconstexpr
    +
    + +
    +
    + +

    ◆ mma() [1/2]

    + +
    +
    +
    +template<typename T >
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    static METAL_FUNC constexpr void mlx::steel::BaseMMAFrag< T, 8, 8 >::mma (thread frag_type & D,
    thread frag_type & A,
    thread frag_type & B,
    thread frag_type & C )
    +     		+inlinestaticconstexpr
    +
    + +
    +
    + +

    ◆ mma() [2/2]

    + +
    +
    +
    +template<typename T >
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    static METAL_FUNC constexpr void mlx::steel::BaseMMAFrag< T, 8, 8 >::mma (thread mat_type & D,
    thread mat_type & A,
    thread mat_type & B,
    thread mat_type & C )
    +     		+inlinestaticconstexpr
    +
    + +
    +
    + +

    ◆ store()

    + +
    +
    +
    +template<typename T >
    +
    +template<typename DstPtrType , typename StrX , typename StrY >
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    static METAL_FUNC constexpr void mlx::steel::BaseMMAFrag< T, 8, 8 >::store (const thread frag_type & src,
    DstPtrType dst,
    StrX str_x,
    StrY str_y )
    +     		+inlinestaticconstexpr
    +
    + +
    +
    + +

    ◆ store_safe()

    + +
    +
    +
    +template<typename T >
    +
    +template<typename DstPtrType , typename StrX , typename StrY , typename LimX , typename LimY , typename OffX , typename OffY >
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    static METAL_FUNC constexpr void mlx::steel::BaseMMAFrag< T, 8, 8 >::store_safe (const thread frag_type & src,
    DstPtrType dst,
    StrX str_x,
    StrY str_y,
    LimX lim_x,
    LimY lim_y,
    OffX off_x = Int<0>{},
    OffY off_y = Int<0>{} )
    +     		+inlinestaticconstexpr
    +
    + +
    +
    +

    Member Data Documentation

    + +

    ◆ kElemCols

    + +
    +
    +
    +template<typename T >
    + + + + +
    STEEL_CONST int mlx::steel::BaseMMAFrag< T, 8, 8 >::kElemCols = 2
    +
    + +
    +
    + +

    ◆ kElemRows

    + +
    +
    +
    +template<typename T >
    + + + + +
    STEEL_CONST int mlx::steel::BaseMMAFrag< T, 8, 8 >::kElemRows = 1
    +
    + +
    +
    + +

    ◆ kElemsPerFrag

    + +
    +
    +
    +template<typename T >
    + + + + +
    STEEL_CONST int mlx::steel::BaseMMAFrag< T, 8, 8 >::kElemsPerFrag = (kFragRows * kFragCols) / 32
    +
    + +
    +
    + +

    ◆ kFragCols

    + +
    +
    +
    +template<typename T >
    + + + + +
    STEEL_CONST int mlx::steel::BaseMMAFrag< T, 8, 8 >::kFragCols = 8
    +
    + +
    +
    + +

    ◆ kFragRows

    + +
    +
    +
    +template<typename T >
    + + + + +
    STEEL_CONST int mlx::steel::BaseMMAFrag< T, 8, 8 >::kFragRows = 8
    +
    + +
    +
    +
    The documentation for this struct was generated from the following file:
      +
    • mlx/backend/metal/kernels/steel/gemm/mma.h
      • +
    +
    + +
    +Generated by doxygen 1.12.0 +
    +
    + + diff --git a/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a-members.html b/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a-members.html index 97aaa5a6f..edb23a08e 100644 --- a/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a-members.html +++ b/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a-members.html @@ -94,33 +94,33 @@ $(function(){ initResizable(false); });

    This is the complete list of members for mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >, including all inherited members.

    + + - + + + - - - + + + - - - + - + - + - - - - + +
    A_str_kmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    A_str_mmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    apply_epilogue(thread const UnaryEpilogue &epilogue_op)mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    apply_epilogue(const device U *C, const int ldc, const int fdc, thread const BinaryEpilogue &epilogue_op)mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    apply_epilogue_safe(const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const BinaryEpilogue &epilogue_op)mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    As_offsetmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    Asimdmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    Atilemlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    B_str_kmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    B_str_nmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    BlockMMA(ushort simd_group_id, ushort simd_lane_id)mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    Bs_offsetmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    Bsimdmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    jump_amlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    jump_bmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    Btilemlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    Ctilemlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    kFragSizemlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    mma(const threadgroup T *As, const threadgroup T *Bs)mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    resultsmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    simd_stride_amlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    simd_stride_bmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    MMAFrag_acc_t typedefmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    smmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    snmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    store_result(device U *D, const int ldd) constmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    store_result(device U *D, const int ldd)mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    store_result(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, thread const Epilogue &epilogue_op) constmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    store_result_safe(device U *D, const int ldd, short2 dst_tile_dims) constmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    store_result_safe(device U *D, const int ldd, short2 dst_tile_dims)mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    store_result_safe(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const Epilogue &epilogue_op) constmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >inline
    tile_stride_amlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    tile_stride_bmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    TMmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    tmmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    TM_stridemlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    TNmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    tnmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    TM_stridemlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    TNmlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    TN_stridemlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >
    diff --git a/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a.html b/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a.html index 9a72e3c1c..95f0ec96d 100644 --- a/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a.html +++ b/docs/build/html/structmlx_1_1steel_1_1_block_m_m_a.html @@ -89,6 +89,7 @@ $(function(){ initResizable(false); });
    +Public Types | Public Member Functions | Public Attributes | List of all members
    @@ -98,16 +99,21 @@ $(function(){ initResizable(false); });

    #include <mma.h>

    + + + +

    +Public Types

    using MMAFrag_acc_t = BaseMMAFrag<AccumType, kFragSize, kFragSize>
     
    - - - - + + + + @@ -124,36 +130,34 @@ Public Member Functions

    Public Member Functions

    METAL_FUNC BlockMMA (ushort simd_group_id, ushort simd_lane_id)
     
    METAL_FUNC void mma (const threadgroup T *As, const threadgroup T *Bs)
     
    METAL_FUNC void store_result (device U *D, const int ldd) const
     
    METAL_FUNC void store_result_safe (device U *D, const int ldd, short2 dst_tile_dims) const
     
    METAL_FUNC void store_result (device U *D, const int ldd)
     
    METAL_FUNC void store_result_safe (device U *D, const int ldd, short2 dst_tile_dims)
     
    template<typename UnaryEpilogue >
    METAL_FUNC void apply_epilogue (thread const UnaryEpilogue &epilogue_op)
     
    - + + + - + - - - - - - - - - + + + + + + + + + - + - - - - - - - - - - + + + + + + @@ -163,6 +167,23 @@ Public Attributes

    Public Attributes

    STEEL_CONST short TM_stride = 8 * WM
    STEEL_CONST short kFragSize = 8
     
    STEEL_CONST short TM_stride = kFragSize * WM
     
    STEEL_CONST short TN_stride = 8 * WN
    STEEL_CONST short TN_stride = kFragSize * WN
     
    STEEL_CONST short TM = BM / TM_stride
     
    STEEL_CONST short TN = BN / TN_stride
     
    STEEL_CONST short simd_stride_a
     
    STEEL_CONST short simd_stride_b
     
    STEEL_CONST short jump_a = {transpose_a ? lda_tgp : 1}
     
    STEEL_CONST short jump_b = {transpose_b ? ldb_tgp : 1}
     
    STEEL_CONST short tile_stride_a = {transpose_a ? 8 * lda_tgp : 8}
    STEEL_CONST short A_str_m = transpose_a ? 1 : lda_tgp
     
    STEEL_CONST short A_str_k = transpose_a ? lda_tgp : 1
     
    STEEL_CONST short B_str_k = transpose_b ? 1 : ldb_tgp
     
    STEEL_CONST short B_str_n = transpose_b ? ldb_tgp : 1
     
    STEEL_CONST short tile_stride_a = kFragSize * A_str_k
     
    STEEL_CONST short tile_stride_b = {transpose_b ? 8 : 8 * ldb_tgp}
    STEEL_CONST short tile_stride_b = kFragSize * B_str_k
     
    simdgroup_matrix< AccumType, 8, 8 > Asimd [TM]
     
    simdgroup_matrix< AccumType, 8, 8 > Bsimd [TN]
     
    simdgroup_matrix< AccumType, 8, 8 > results [TM *TN]
     
    const short tm
     
    const short tn
     
    MMATile< AccumType, TM, 1, MMAFrag_acc_t > Atile
     
    MMATile< AccumType, 1, TN, MMAFrag_acc_t > Btile
     
    MMATile< AccumType, TM, TN, MMAFrag_acc_t > Ctile
     
    short sm
     
    short sn
    short Bs_offset
     
    +

    Member Typedef Documentation

    + +

    ◆ MMAFrag_acc_t

    + +
    +
    +
    +template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    + + + + +
    using mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::MMAFrag_acc_t = BaseMMAFrag<AccumType, kFragSize, kFragSize>
    +
    + +
    +

    Constructor & Destructor Documentation

    ◆ BlockMMA()

    @@ -347,8 +368,8 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo
    - -

    ◆ store_result() [1/2]

    + +

    ◆ store_result() [1/2]

    @@ -366,7 +387,7 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo - const int ldd ) const + const int ldd ) @@ -485,8 +506,8 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo
    - -

    ◆ store_result_safe() [2/2]

    + +

    ◆ store_result_safe() [2/2]

    @@ -509,7 +530,7 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo - short2 dst_tile_dims ) const + short2 dst_tile_dims ) @@ -522,6 +543,38 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo

    Member Data Documentation

    + +

    ◆ A_str_k

    + +
    +
    +
    +template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    + + + + +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::A_str_k = transpose_a ? lda_tgp : 1
    +
    + +
    +
    + +

    ◆ A_str_m

    + +
    +
    +
    +template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    + + + + +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::A_str_m = transpose_a ? 1 : lda_tgp
    +
    + +
    +

    ◆ As_offset

    @@ -538,8 +591,8 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo - -

    ◆ Asimd

    + +

    ◆ Atile

    @@ -547,7 +600,39 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - + + +
    simdgroup_matrix<AccumType, 8, 8> mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::Asimd[TM]MMATile<AccumType, TM, 1, MMAFrag_acc_t> mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::Atile
    +
    + +
    + + +

    ◆ B_str_k

    + +
    +
    +
    +template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    + + + + +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::B_str_k = transpose_b ? 1 : ldb_tgp
    +
    + +
    +
    + +

    ◆ B_str_n

    + +
    +
    +
    +template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    + + +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::B_str_n = transpose_b ? ldb_tgp : 1
    @@ -570,8 +655,8 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo
    - -

    ◆ Bsimd

    + +

    ◆ Btile

    @@ -579,15 +664,15 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - +
    simdgroup_matrix<AccumType, 8, 8> mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::Bsimd[TN]MMATile<AccumType, 1, TN, MMAFrag_acc_t> mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::Btile
    - -

    ◆ jump_a

    + +

    ◆ Ctile

    @@ -595,15 +680,15 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::jump_a = {transpose_a ? lda_tgp : 1}MMATile<AccumType, TM, TN, MMAFrag_acc_t> mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::Ctile
    - -

    ◆ jump_b

    + +

    ◆ kFragSize

    @@ -611,67 +696,11 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::jump_b = {transpose_b ? ldb_tgp : 1}STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::kFragSize = 8
    -
    - - -

    ◆ results

    - -
    -
    -
    -template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - - - - -
    simdgroup_matrix<AccumType, 8, 8> mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::results[TM *TN]
    -
    -Initial value:
    = {
    -
    simdgroup_matrix<AccumType, 8, 8>(0)}
    -
    -
    -
    - -

    ◆ simd_stride_a

    - -
    -
    -
    -template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - - - - -
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::simd_stride_a
    -
    -Initial value:
    = {
    -
    transpose_a ? TM_stride : TM_stride * lda_tgp}
    -
    mlx::steel::BlockMMA::TM_stride
    STEEL_CONST short TM_stride
    Definition mma.h:37
    -
    -
    -
    - -

    ◆ simd_stride_b

    - -
    -
    -
    -template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - - - - -
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::simd_stride_b
    -
    -Initial value:
    = {
    -
    transpose_b ? TN_stride * ldb_tgp : TN_stride}
    -
    mlx::steel::BlockMMA::TN_stride
    STEEL_CONST short TN_stride
    Definition mma.h:39
    -
    @@ -715,7 +744,7 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>> - +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::tile_stride_a = {transpose_a ? 8 * lda_tgp : 8}STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::tile_stride_a = kFragSize * A_str_k
    @@ -731,7 +760,7 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::tile_stride_b = {transpose_b ? 8 : 8 * ldb_tgp}STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::tile_stride_b = kFragSize * B_str_k
    @@ -752,22 +781,6 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo
    -
    - - -

    ◆ tm

    - -
    -
    -
    -template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - - - - -
    const short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::tm
    -
    -
    @@ -779,7 +792,7 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>> - +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::TM_stride = 8 * WMSTEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::TM_stride = kFragSize * WM
    @@ -800,22 +813,6 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo
    -
    - - -

    ◆ tn

    - -
    -
    -
    -template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>>
    - - - - -
    const short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::tn
    -
    -
    @@ -827,7 +824,7 @@ template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bo template<typename T , typename U , int BM, int BN, int BK, int WM, int WN, bool transpose_a, bool transpose_b, short lda_tgp, short ldb_tgp, typename AccumType = float, typename Epilogue = TransformNone<U, AccumType>> - +
    STEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::TN_stride = 8 * WNSTEEL_CONST short mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >::TN_stride = kFragSize * WN
    diff --git a/docs/build/html/structmlx_1_1steel_1_1_m_m_a_tile-members.html b/docs/build/html/structmlx_1_1steel_1_1_m_m_a_tile-members.html new file mode 100644 index 000000000..f185357c2 --- /dev/null +++ b/docs/build/html/structmlx_1_1steel_1_1_m_m_a_tile-members.html @@ -0,0 +1,131 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + +
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    +
    + +

    This is the complete list of members for mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >, including all inherited members.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    clear()mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    elem_type typedefmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    elems()mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    elems() constmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    frag_at(const short i, const short j)mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    frag_at(const short i, const short j) constmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    frag_type typedefmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kColsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kElemsPerFragmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kElemsPerTilemlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kFragColsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kFragRowsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kNumFragsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kRowsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kTileColsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    kTileRowsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    load(const threadgroup U *src)mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    load(const device U *src, const int ld)mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    load_safe(const device U *src, const int ld, const short2 src_tile_dims)mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    mat_at(const short i, const short j)mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    mat_type typedefmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    MMAFrag_t typedefmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    MMATile() threadmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    store(threadgroup U *dst) constmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    store(device U *dst, const int ld) constmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    store_safe(device U *dst, const int ld, const short2 dst_tile_dims) constmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >inline
    val_fragsmlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >
    + +
    +Generated by doxygen 1.12.0 +
    +
    + + diff --git a/docs/build/html/structmlx_1_1steel_1_1_m_m_a_tile.html b/docs/build/html/structmlx_1_1steel_1_1_m_m_a_tile.html new file mode 100644 index 000000000..e2cb867ec --- /dev/null +++ b/docs/build/html/structmlx_1_1steel_1_1_m_m_a_tile.html @@ -0,0 +1,810 @@ + + + + + + + +MLX: mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ > Struct Template Reference + + + + + + + + + + + + + +
    +
    + + + + + + +
    +
    MLX +
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    +Public Types | +Public Member Functions | +Public Attributes | +List of all members
    +
    mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ > Struct Template Reference
    +
    +
    + +

    #include <mma.h>

    + + + + + + + + + + +

    +Public Types

    using MMAFrag_t = MMAFrag_
     
    using elem_type = T
     
    typedef MMAFrag_t::mat_type mat_type
     
    typedef MMAFrag_t::frag_type frag_type
     
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Public Member Functions

    METAL_FUNC MMATile () thread
     
    METAL_FUNC constexpr void clear ()
     
    METAL_FUNC constexpr thread frag_type & frag_at (const short i, const short j)
     
    METAL_FUNC constexpr const thread frag_type & frag_at (const short i, const short j) const
     
    METAL_FUNC mat_type mat_at (const short i, const short j)
     
    METAL_FUNC thread elem_type * elems ()
     
    METAL_FUNC const thread elem_type * elems () const
     
    template<typename U , int w_x, int w_y, int str_x, int str_y>
    METAL_FUNC void load (const threadgroup U *src)
     
    template<typename U , int w_x, int w_y, int str_x, int str_y>
    METAL_FUNC void store (threadgroup U *dst) const
     
    template<typename U , int w_x, int w_y>
    METAL_FUNC void load (const device U *src, const int ld)
     
    template<typename U , int w_x, int w_y>
    METAL_FUNC void store (device U *dst, const int ld) const
     
    template<typename U , int w_x, int w_y>
    METAL_FUNC void load_safe (const device U *src, const int ld, const short2 src_tile_dims)
     
    template<typename U , int w_x, int w_y>
    METAL_FUNC void store_safe (device U *dst, const int ld, const short2 dst_tile_dims) const
     
    + + + + + + + + + + + + + + + + + + + + + +

    +Public Attributes

    STEEL_CONST int kFragRows = MMAFrag_t::kFragRows
     
    STEEL_CONST int kFragCols = MMAFrag_t::kFragCols
     
    STEEL_CONST int kElemsPerFrag = MMAFrag_t::kElemsPerFrag
     
    STEEL_CONST int kTileRows = kTileRows_
     
    STEEL_CONST int kTileCols = kTileCols_
     
    STEEL_CONST int kRows = kTileRows * kFragRows
     
    STEEL_CONST int kCols = kTileCols * kFragCols
     
    STEEL_CONST int kNumFrags = kTileRows * kTileCols
     
    STEEL_CONST int kElemsPerTile = kNumFrags * kElemsPerFrag
     
    frag_type val_frags [kNumFrags] = {frag_type(0)}
     
    +

    Member Typedef Documentation

    + +

    ◆ elem_type

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    using mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::elem_type = T
    +
    + +
    +
    + +

    ◆ frag_type

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    MMAFrag_t::frag_type mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::frag_type
    +
    + +
    +
    + +

    ◆ mat_type

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    MMAFrag_t::mat_type mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::mat_type
    +
    + +
    +
    + +

    ◆ MMAFrag_t

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    using mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::MMAFrag_t = MMAFrag_
    +
    + +
    +
    +

    Constructor & Destructor Documentation

    + +

    ◆ MMATile()

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + + +
    + + + + + + + +
    METAL_FUNC mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::MMATile ()
    +     		+inline
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ clear()

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + + +
    + + + + + + + +
    METAL_FUNC constexpr void mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::clear ()
    +     		+inlineconstexpr
    +
    + +
    +
    + +

    ◆ elems() [1/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + + +
    + + + + + + + +
    METAL_FUNC thread elem_type * mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::elems ()
    +     		+inline
    +
    + +
    +
    + +

    ◆ elems() [2/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + + +
    + + + + + + + +
    METAL_FUNC const thread elem_type * mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::elems () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ frag_at() [1/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr thread frag_type & mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::frag_at (const short i,
    const short j )
    +     		+inlineconstexpr
    +
    + +
    +
    + +

    ◆ frag_at() [2/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC constexpr const thread frag_type & mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::frag_at (const short i,
    const short j ) const
    +     		+inlineconstexpr
    +
    + +
    +
    + +

    ◆ load() [1/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    +
    +template<typename U , int w_x, int w_y>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC void mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::load (const device U * src,
    const int ld )
    +     		+inline
    +
    + +
    +
    + +

    ◆ load() [2/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    +
    +template<typename U , int w_x, int w_y, int str_x, int str_y>
    + + + + + +
    + + + + + + + +
    METAL_FUNC void mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::load (const threadgroup U * src)
    +     		+inline
    +
    + +
    +
    + +

    ◆ load_safe()

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    +
    +template<typename U , int w_x, int w_y>
    + + + + + +
    + + + + + + + + + + + + + + + + +
    METAL_FUNC void mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::load_safe (const device U * src,
    const int ld,
    const short2 src_tile_dims )
    +     		+inline
    +
    + +
    +
    + +

    ◆ mat_at()

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC mat_type mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::mat_at (const short i,
    const short j )
    +     		+inline
    +
    + +
    +
    + +

    ◆ store() [1/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    +
    +template<typename U , int w_x, int w_y>
    + + + + + +
    + + + + + + + + + + + +
    METAL_FUNC void mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::store (device U * dst,
    const int ld ) const
    +     		+inline
    +
    + +
    +
    + +

    ◆ store() [2/2]

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    +
    +template<typename U , int w_x, int w_y, int str_x, int str_y>
    + + + + + +
    + + + + + + + +
    METAL_FUNC void mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::store (threadgroup U * dst) const
    +     		+inline
    +
    + +
    +
    + +

    ◆ store_safe()

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    +
    +template<typename U , int w_x, int w_y>
    + + + + + +
    + + + + + + + + + + + + + + + + +
    METAL_FUNC void mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::store_safe (device U * dst,
    const int ld,
    const short2 dst_tile_dims ) const
    +     		+inline
    +
    + +
    +
    +

    Member Data Documentation

    + +

    ◆ kCols

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kCols = kTileCols * kFragCols
    +
    + +
    +
    + +

    ◆ kElemsPerFrag

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kElemsPerFrag = MMAFrag_t::kElemsPerFrag
    +
    + +
    +
    + +

    ◆ kElemsPerTile

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kElemsPerTile = kNumFrags * kElemsPerFrag
    +
    + +
    +
    + +

    ◆ kFragCols

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kFragCols = MMAFrag_t::kFragCols
    +
    + +
    +
    + +

    ◆ kFragRows

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kFragRows = MMAFrag_t::kFragRows
    +
    + +
    +
    + +

    ◆ kNumFrags

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kNumFrags = kTileRows * kTileCols
    +
    + +
    +
    + +

    ◆ kRows

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kRows = kTileRows * kFragRows
    +
    + +
    +
    + +

    ◆ kTileCols

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kTileCols = kTileCols_
    +
    + +
    +
    + +

    ◆ kTileRows

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    STEEL_CONST int mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::kTileRows = kTileRows_
    +
    + +
    +
    + +

    ◆ val_frags

    + +
    +
    +
    +template<typename T , int kTileRows_, int kTileCols_, class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
    + + + + +
    frag_type mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >::val_frags[kNumFrags] = {frag_type(0)}
    +
    + +
    +
    +
    The documentation for this struct was generated from the following file:
      +
    • mlx/backend/metal/kernels/steel/gemm/mma.h
      • +
    +
    + +
    +Generated by doxygen 1.12.0 +
    +
    + + diff --git a/docs/build/html/structmlx_1_1steel_1_1integral__constant-members.html b/docs/build/html/structmlx_1_1steel_1_1integral__constant-members.html new file mode 100644 index 000000000..5bd4f3f17 --- /dev/null +++ b/docs/build/html/structmlx_1_1steel_1_1integral__constant-members.html @@ -0,0 +1,108 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + +
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    mlx::steel::integral_constant< T, v > Member List
    +
    +
    + +

    This is the complete list of members for mlx::steel::integral_constant< T, v >, including all inherited members.

    + + + + + +
    operator value_type() const noexceptmlx::steel::integral_constant< T, v >inline
    type typedefmlx::steel::integral_constant< T, v >
    valuemlx::steel::integral_constant< T, v >static
    value_type typedefmlx::steel::integral_constant< T, v >
    + +
    +Generated by doxygen 1.12.0 +
    +
    + + diff --git a/docs/build/html/structmlx_1_1steel_1_1integral__constant.html b/docs/build/html/structmlx_1_1steel_1_1integral__constant.html new file mode 100644 index 000000000..db151ddfe --- /dev/null +++ b/docs/build/html/structmlx_1_1steel_1_1integral__constant.html @@ -0,0 +1,225 @@ + + + + + + + +MLX: mlx::steel::integral_constant< T, v > Struct Template Reference + + + + + + + + + + + + + +
    +
    + + + + + + +
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    +
    mlx::steel::integral_constant< T, v > Struct Template Reference
    +
    +
    + +

    #include <integral_constant.h>

    +
    +Inheritance diagram for mlx::steel::integral_constant< T, v >:
    +
    +
    + + +mlx::steel::is_integral< T > +mlx::steel::is_integral< integral_constant< T, v > > + +
    + + + + + + +

    +Public Types

    using value_type = T
     
    using type = integral_constant
     
    + + + +

    +Public Member Functions

    METAL_FUNC constexpr operator value_type () const noexcept
     
    + + + +

    +Static Public Attributes

    static constexpr constant T value = v
     
    +

    Member Typedef Documentation

    + +

    ◆ type

    + +
    +
    +
    +template<typename T , T v>
    + + + + +
    using mlx::steel::integral_constant< T, v >::type = integral_constant
    +
    + +
    +
    + +

    ◆ value_type

    + +
    +
    +
    +template<typename T , T v>
    + + + + +
    using mlx::steel::integral_constant< T, v >::value_type = T
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ operator value_type()

    + +
    +
    +
    +template<typename T , T v>
    + + + + + +
    + + + + + + + +
    METAL_FUNC constexpr mlx::steel::integral_constant< T, v >::operator value_type () const
    +     		+inlineconstexprnoexcept
    +
    + +
    +
    +

    Member Data Documentation

    + +

    ◆ value

    + +
    +
    +
    +template<typename T , T v>
    + + + + + +
    + + + + +
    constant T mlx::steel::integral_constant< T, v >::value = v
    +     		+staticconstexpr
    +
    + +
    +
    +
    The documentation for this struct was generated from the following file: +
    + +
    +Generated by doxygen 1.12.0 +
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    mlx::steel::is_integral< T > Member List
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    This is the complete list of members for mlx::steel::is_integral< T >, including all inherited members.

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    operator value_type() const noexceptmlx::steel::integral_constant< T, v >inline
    type typedefmlx::steel::integral_constant< T, v >
    valuemlx::steel::integral_constant< T, v >static
    value_type typedefmlx::steel::integral_constant< T, v >
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    mlx::steel::is_integral< T > Struct Template Reference
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    #include <integral_constant.h>

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    +Inheritance diagram for mlx::steel::is_integral< T >:
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    +Additional Inherited Members

    - Public Types inherited from mlx::steel::integral_constant< T, v >
    using value_type = T
     
    using type = integral_constant
     
    - Public Member Functions inherited from mlx::steel::integral_constant< T, v >
    METAL_FUNC constexpr operator value_type () const noexcept
     
    - Static Public Attributes inherited from mlx::steel::integral_constant< T, v >
    static constexpr constant T value = v
     
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    The documentation for this struct was generated from the following file: +
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    operator value_type() const noexceptmlx::steel::integral_constant< T, v >inline
    type typedefmlx::steel::integral_constant< T, v >
    valuemlx::steel::integral_constant< T, v >static
    value_type typedefmlx::steel::integral_constant< T, v >
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    mlx::steel::is_integral< integral_constant< T, v > > Struct Template Reference
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    #include <integral_constant.h>

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    +Inheritance diagram for mlx::steel::is_integral< integral_constant< T, v > >:
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    +Additional Inherited Members

    - Public Types inherited from mlx::steel::integral_constant< T, v >
    using value_type = T
     
    using type = integral_constant
     
    - Public Member Functions inherited from mlx::steel::integral_constant< T, v >
    METAL_FUNC constexpr operator value_type () const noexcept
     
    - Static Public Attributes inherited from mlx::steel::integral_constant< T, v >
    static constexpr constant T value = v
     
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    struct  metal::is_empty< T >
     
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    struct  metal::pointer_element< thread T * >
     
    struct  metal::pointer_element< device T * >
     
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    struct  metal::pointer_element< threadgroup T * >
     
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    namespace  metal
     
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    template<typename... Ts>
    using metal::void_t = typename make_void<Ts...>::type
     
    template<typename T >
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    1// Copyright © 2024 Apple Inc.
    +
    2
    +
    3#pragma once
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    4
    +
    5#include <metal_stdlib>
    +
    6
    +
    7#pragma METAL internals : enable
    +
    8
    +
    9namespace metal {
    +
    10
    +
    11template <typename T>
    +
    12struct is_empty : metal::bool_constant<__is_empty(T)> {};
    +
    13
    +
    14#ifdef __cpp_variable_templates
    +
    15template <typename T>
    +
    16constexpr constant bool is_empty_v = is_empty<T>::value;
    +
    17#endif
    +
    18
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    19template <typename... Ts>
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    +
    20struct make_void {
    +
    21 typedef void type;
    +
    22};
    +
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    23
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    24template <typename... Ts>
    +
    25using void_t = typename make_void<Ts...>::type;
    +
    26
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    27template <class T>
    +
    28struct is_static : metal::bool_constant<is_empty<remove_cv_t<T>>::value> {};
    +
    29
    +
    30template <typename T>
    +
    31struct pointer_element {};
    +
    32
    +
    33template <typename T>
    +
    +
    34struct pointer_element<thread T*> {
    +
    35 using type = remove_cv_t<T>;
    +
    36};
    +
    +
    37template <typename T>
    +
    +
    38struct pointer_element<device T*> {
    +
    39 using type = remove_cv_t<T>;
    +
    40};
    +
    +
    41template <typename T>
    +
    +
    42struct pointer_element<constant T*> {
    +
    43 using type = remove_cv_t<T>;
    +
    44};
    +
    +
    45template <typename T>
    +
    +
    46struct pointer_element<threadgroup T*> {
    +
    47 using type = remove_cv_t<T>;
    +
    48};
    +
    +
    49
    +
    50template <typename T>
    +
    51using pointer_element_t = typename pointer_element<remove_cv_t<T>>::type;
    +
    52
    +
    53} // namespace metal
    +
    54
    +
    55#pragma METAL internals : disable
    +
    metal
    Definition bf16.h:265
    +
    metal::void_t
    typename make_void< Ts... >::type void_t
    Definition type_traits.h:25
    +
    metal::pointer_element_t
    typename pointer_element< remove_cv_t< T > >::type pointer_element_t
    Definition type_traits.h:51
    +
    metal::is_empty
    Definition type_traits.h:12
    +
    metal::is_static
    Definition type_traits.h:28
    +
    metal::make_void
    Definition type_traits.h:20
    +
    metal::make_void::type
    void type
    Definition type_traits.h:21
    +
    metal::pointer_element< constant T * >::type
    remove_cv_t< T > type
    Definition type_traits.h:43
    +
    metal::pointer_element< device T * >::type
    remove_cv_t< T > type
    Definition type_traits.h:39
    +
    metal::pointer_element< thread T * >::type
    remove_cv_t< T > type
    Definition type_traits.h:35
    +
    metal::pointer_element< threadgroup T * >::type
    remove_cv_t< T > type
    Definition type_traits.h:47
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    metal::pointer_element
    Definition type_traits.h:31
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