Transformers
Safetensors
English
physics
fine-tuning
lora
supervised-fine-tuning
audience-adaptation
behavioral-flexibility
research
Instructions to use marinemee/physics-sft-flexibility with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use marinemee/physics-sft-flexibility with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("marinemee/physics-sft-flexibility", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download physics_expert_sft.jsonl from marinemee/physics-sft-flexibility: direct link, hf CLI and curl.
- Browser
- Download file 22.2 kB
-
https://huggingface.co/marinemee/physics-sft-flexibility/resolve/main/physics_expert_sft.jsonl
- Command line
-
hf download hf://marinemee/physics-sft-flexibility/physics_expert_sft.jsonl
-
curl -L -o physics_expert_sft.jsonl https://huggingface.co/marinemee/physics-sft-flexibility/resolve/main/physics_expert_sft.jsonl
22.2 kB
| {"messages": [{"role": "user", "content": "Derive Newton’s first law from the more general form of Newton’s second law and state the conditions under which it holds."}, {"role": "assistant", "content": "Newton’s second law states that the net force on a body equals the rate of change of its momentum: F_net = dp/dt. In an inertial frame, if the net real force vanishes (F_net = 0), then dp/dt = 0, so momentum is constant. For constant mass this implies constant velocity. This statement is Newton’s first law. It holds only in inertial frames; in non-inertial frames fictitious forces appear and the simple form is lost."}]} | |
| {"messages": [{"role": "user", "content": "Explain the physical meaning of an inertial reference frame and why Newton’s laws take their simplest form in such frames."}, {"role": "assistant", "content": "An inertial frame is one in which a free particle (subject only to zero net real force) moves with constant velocity. In such frames the acceleration that appears in F = ma is the true kinematic acceleration relative to the frame. In non-inertial frames additional inertial (fictitious) forces must be introduced, so the dynamical equations appear more complicated."}]} | |
| {"messages": [{"role": "user", "content": "Show how Newton’s third law is consistent with conservation of momentum for a two-particle system under standard Newtonian assumptions."}, {"role": "assistant", "content": "Consider two particles that interact only with each other (an isolated system). Let F_12 be the force exerted by particle 1 on particle 2 and F_21 the force exerted by 2 on 1. Under the usual Newtonian assumption that internal forces are pairwise equal and opposite (F_12 = −F_21) and act along the line joining the particles, the total force on the system is zero. Therefore d(p1 + p2)/dt = 0, so the total linear momentum is conserved."}]} | |
| {"messages": [{"role": "user", "content": "State the ideal rocket equation and the principal assumptions required for its derivation."}, {"role": "assistant", "content": "The ideal (Tsiolkovsky) rocket equation is Δv = v_ex ln(m0/mf), where v_ex is the effective exhaust speed relative to the rocket, m0 the initial mass and mf the final mass. Principal assumptions: (1) no external forces (or they are neglected), (2) exhaust speed constant in magnitude and directed opposite to the thrust, (3) mass is ejected continuously, and (4) the system is analyzed in an inertial frame. More general variable-mass treatments require careful definition of the control volume and the relative velocity of the incoming or outgoing mass."}]} | |
| {"messages": [{"role": "user", "content": "Explain why the concept of inertia is frame-dependent and how this relates to the equivalence principle."}, {"role": "assistant", "content": "Inertia is the resistance to acceleration measured with respect to a given reference frame. In general relativity the equivalence principle identifies gravitational mass with inertial mass. Locally, the effects of a uniform gravitational field can be transformed away by choosing a freely falling frame, showing that inertia and gravity are deeply linked geometric properties of spacetime."}]} | |
| {"messages": [{"role": "user", "content": "Derive the work–energy theorem from Newton’s second law and state the condition under which mechanical energy is conserved."}, {"role": "assistant", "content": "Starting from F_net = ma, take the dot product with the infinitesimal displacement dr and integrate: ∫ F_net · dr = ΔK. This is the work–energy theorem. Mechanical energy E = K + U is conserved when the net work done by all non-conservative forces is zero (W_nc = 0). Equivalently, if every force that does work is derivable from a potential (or does no work), then ΔK + ΔU = 0."}]} | |
| {"messages": [{"role": "user", "content": "Distinguish conservative and non-conservative forces with a mathematical criterion."}, {"role": "assistant", "content": "A force field is conservative if and only if its curl vanishes (∇ × F = 0) throughout the domain, or equivalently if the work done around every closed path is zero. Gravity and the electrostatic force satisfy this criterion; kinetic friction and air resistance do not."}]} | |
| {"messages": [{"role": "user", "content": "Write the expression for the total mechanical energy of a particle in a central potential and discuss its constancy."}, {"role": "assistant", "content": "For a particle of mass m in a central potential U(r) the total energy is E = (1/2)m ṙ² + L²/(2m r²) + U(r), where L is the magnitude of the angular momentum. Because the force is central, torque vanishes, L is constant, and E itself is a constant of the motion."}]} | |
| {"messages": [{"role": "user", "content": "Explain the relationship between the work done by non-conservative forces and the change in mechanical energy."}, {"role": "assistant", "content": "The work–energy theorem implies W_nc = ΔE_mech, where E_mech = K + U. Any net work performed by non-conservative forces (friction, drag, applied forces that are not conservative) appears as a change in the sum of kinetic plus potential energy."}]} | |
| {"messages": [{"role": "user", "content": "Show that the time-averaged kinetic and potential energies are equal for a classical harmonic oscillator (a special case of the virial theorem)."}, {"role": "assistant", "content": "For the potential U = (1/2) k x² the virial theorem gives 2⟨K⟩ = ⟨x dU/dx⟩ = ⟨k x²⟩ = 2⟨U⟩, hence ⟨K⟩ = ⟨U⟩. This equality holds for the time averages over a full period of the undamped oscillator."}]} | |
| {"messages": [{"role": "user", "content": "Derive the acceleration due to gravity g from Newton’s law of universal gravitation."}, {"role": "assistant", "content": "Newton’s law of gravitation gives F = G M m / r². Setting this equal to m g yields g = G M / r². Near Earth’s surface one may take r ≈ R_E, recovering the familiar value ≈ 9.8 m s⁻²."}]} | |
| {"messages": [{"role": "user", "content": "Show that in free fall all objects have the same acceleration independent of mass (neglecting air resistance)."}, {"role": "assistant", "content": "Equating gravitational force to mass times acceleration, G M m / r² = m a, the mass m cancels, leaving a = G M / r². Thus the acceleration is independent of the falling object’s mass."}]} | |
| {"messages": [{"role": "user", "content": "Write the gravitational potential energy for a point mass and discuss the choice of zero point."}, {"role": "assistant", "content": "The gravitational potential energy of a point mass m in the field of a fixed mass M is U(r) = −G M m / r + C. The conventional choice C = 0 makes U → 0 as r → ∞. The negative sign indicates that the system is bound for E < 0."}]} | |
| {"messages": [{"role": "user", "content": "Derive the escape velocity from a spherical body of mass M and radius R."}, {"role": "assistant", "content": "Set the total mechanical energy to zero at infinity: (1/2) m v_esc² − G M m / R = 0. Solving yields v_esc = √(2 G M / R)."}]} | |
| {"messages": [{"role": "user", "content": "Explain the equivalence of gravitational and inertial mass and its experimental status."}, {"role": "assistant", "content": "The empirical equality of gravitational mass (the mass that appears in F_g = m_g g) and inertial mass (the mass that appears in F = m_i a) has been verified to high precision by Eötvös-type experiments. In general relativity this equality is elevated to a fundamental principle."}]} | |
| {"messages": [{"role": "user", "content": "Prove that linear momentum is conserved in an isolated system using Newton’s third law under standard assumptions."}, {"role": "assistant", "content": "In an isolated system the only forces are internal. Under the Newtonian assumption that internal forces are pairwise equal and opposite, the sum of all internal forces vanishes. Consequently dP/dt = 0, where P is the total linear momentum, so P is constant."}]} | |
| {"messages": [{"role": "user", "content": "Define the coefficient of restitution and relate it to the kinetic-energy change in a one-dimensional collision."}, {"role": "assistant", "content": "The coefficient of restitution is e = −(v_{2f} − v_{1f}) / (v_{2i} − v_{1i}). When e = 1 the collision is elastic and kinetic energy is conserved; when e < 1 kinetic energy decreases."}]} | |
| {"messages": [{"role": "user", "content": "Write the final velocities for a one-dimensional elastic collision between two masses m1 and m2."}, {"role": "assistant", "content": "Conservation of momentum and kinetic energy yield\nv_{1f} = [(m1 − m2)/(m1 + m2)] v_{1i} + [2 m2/(m1 + m2)] v_{2i},\nv_{2f} = [2 m1/(m1 + m2)] v_{1i} + [(m2 − m1)/(m1 + m2)] v_{2i}."}]} | |
| {"messages": [{"role": "user", "content": "Explain the concept of the center-of-mass frame and why collisions look simpler in that frame."}, {"role": "assistant", "content": "In the center-of-mass (CM) frame the total momentum is zero by definition. For an elastic collision the particles simply reverse their velocities relative to the CM, making the kinematics especially transparent."}]} | |
| {"messages": [{"role": "user", "content": "Discuss the distinction between impulsive forces and finite-duration forces in collision problems."}, {"role": "assistant", "content": "An impulsive force delivers a finite impulse ∫ F dt in an infinitesimally short time, producing a discontinuous jump in momentum while the particles’ positions remain essentially unchanged during the interaction. Ordinary finite forces produce continuous changes in momentum over a finite time interval."}]} | |
| {"messages": [{"role": "user", "content": "Derive Ohm’s law from the microscopic drift-velocity picture, stating the principal assumptions."}, {"role": "assistant", "content": "In the Drude model the average drift velocity is v_d = (e E / m) τ, where τ is the mean free time. The current density is J = n e v_d = (n e² τ / m) E. Identifying the conductivity σ = n e² τ / m yields J = σ E, or V = I R for a macroscopic resistor. The derivation assumes a linear-response regime, a constant relaxation time, and a classical free-electron picture; it does not hold for all materials or at arbitrarily high fields."}]} | |
| {"messages": [{"role": "user", "content": "State Kirchhoff’s junction and loop rules and give their physical origins."}, {"role": "assistant", "content": "The junction rule (Σ I = 0) follows from local charge conservation in the steady state. The loop rule (Σ ΔV = 0) follows from the conservative nature of the electrostatic field, i.e., ∮ E · dl = 0 around any closed path."}]} | |
| {"messages": [{"role": "user", "content": "Write the differential equation for an RC series circuit and solve for the charging current."}, {"role": "assistant", "content": "For a series RC circuit driven by a constant voltage V0 one has V0 = I R + Q/C. Differentiating with respect to time and using I = dQ/dt produces the first-order equation dI/dt + I/(R C) = 0. The solution is I(t) = (V0/R) exp(−t/(R C))."}]} | |
| {"messages": [{"role": "user", "content": "Explain the concept of electrical power and derive P = I² R."}, {"role": "assistant", "content": "The instantaneous power delivered by the electric field to the charge carriers is P = F · v = q E v_d. Averaging over the carriers and using J = σ E together with Ohm’s law yields the Joule-heating expression P = I² R."}]} | |
| {"messages": [{"role": "user", "content": "Discuss the limitations of the lumped-element circuit model."}, {"role": "assistant", "content": "The lumped-element model assumes that the wavelengths of interest are much larger than the physical size of the circuit and that radiation, mutual inductance between elements, and finite signal-propagation speed may be neglected. At sufficiently high frequencies a distributed-element or full electromagnetic description becomes necessary."}]} | |
| {"messages": [{"role": "user", "content": "Derive the one-dimensional wave equation from Newton’s laws for a taut string."}, {"role": "assistant", "content": "Consider a small string element of length dx and linear density μ. The net transverse force is approximately T (∂²y/∂x²) dx. Newton’s second law then reads μ dx (∂²y/∂t²) = T (∂²y/∂x²) dx, which rearranges to the wave equation ∂²y/∂t² = (T/μ) ∂²y/∂x²."}]} | |
| {"messages": [{"role": "user", "content": "State the general solution of the one-dimensional wave equation and interpret the two arbitrary functions."}, {"role": "assistant", "content": "The general solution is y(x,t) = f(x − v t) + g(x + v t), where v = √(T/μ). The function f represents a right-going wave of arbitrary shape; g represents a left-going wave. Both shapes are preserved in a non-dispersive medium."}]} | |
| {"messages": [{"role": "user", "content": "Derive the relation v = f λ from the definitions of frequency and wavelength."}, {"role": "assistant", "content": "In one period T = 1/f a wave crest advances a distance equal to one wavelength λ. Therefore the wave speed is v = λ / T = f λ."}]} | |
| {"messages": [{"role": "user", "content": "Explain the principle of superposition and its consequences for interference."}, {"role": "assistant", "content": "Because the wave equation is linear and homogeneous, any linear combination of solutions is again a solution. When two waves occupy the same region their displacements add algebraically, producing constructive or destructive interference according to the relative phase."}]} | |
| {"messages": [{"role": "user", "content": "Write the average intensity of a sinusoidal wave on a string in terms of amplitude, frequency and medium properties."}, {"role": "assistant", "content": "For a sinusoidal wave on a string the average power is (1/2) μ v ω² A². Intensity (power per unit transverse width) follows the same dependence on amplitude and frequency; in three dimensions a spherical wave’s intensity falls as 1/r²."}]} | |
| {"messages": [{"role": "user", "content": "State Fourier’s law of heat conduction and give its microscopic justification."}, {"role": "assistant", "content": "Fourier’s law asserts that the heat-current density is J_Q = −k ∇T, where k is the thermal conductivity. Microscopically, molecules in a hotter region possess higher average kinetic energy; net energy transport occurs through collisions and is proportional to the local temperature gradient."}]} | |
| {"messages": [{"role": "user", "content": "Write the heat equation in one dimension and identify the thermal diffusivity."}, {"role": "assistant", "content": "Combining Fourier’s law with energy conservation yields the heat equation ∂T/∂t = α ∂²T/∂x², where the thermal diffusivity α = k / (ρ c) and c is the specific heat capacity."}]} | |
| {"messages": [{"role": "user", "content": "Distinguish the three modes of heat transfer and give the governing relation for each."}, {"role": "assistant", "content": "Conduction is described by Fourier’s law J = −k ∇T. Convection is often approximated by Newton’s law of cooling J = h ΔT. Net thermal radiation between a gray body and its surroundings is given by J_net = ε σ (T⁴ − T_surr⁴), where σ is the Stefan–Boltzmann constant."}]} | |
| {"messages": [{"role": "user", "content": "Explain why metals are generally good thermal conductors while glasses are poor."}, {"role": "assistant", "content": "In metals free electrons transport energy efficiently, giving high thermal conductivity. In electrical insulators such as glass, heat is carried primarily by lattice vibrations (phonons), which scatter strongly; the resulting conductivity is much lower."}]} | |
| {"messages": [{"role": "user", "content": "Derive the condition for steady-state heat flow through a composite slab."}, {"role": "assistant", "content": "In the steady state the heat current is the same through each layer. Writing J = k ΔT / Δx for every layer and equating the currents produces an effective conductivity determined by the series combination of the individual thermal resistances."}]} | |
| {"messages": [{"role": "user", "content": "Derive the hydrostatic pressure formula for an incompressible fluid at rest."}, {"role": "assistant", "content": "Consider a vertical fluid column of height h and cross-sectional area A. The weight of the column is ρ g h A. Vertical force balance on a static fluid element yields P(z) = P0 + ρ g h, where P0 is the pressure at the reference surface (z = 0) and h is the depth below that surface. The formula assumes constant density."}]} | |
| {"messages": [{"role": "user", "content": "State Pascal’s principle and give one practical application."}, {"role": "assistant", "content": "Pascal’s principle asserts that a change in pressure applied to an enclosed incompressible fluid is transmitted undiminished to every portion of the fluid and to the walls of the container. Hydraulic lifts and hydraulic brakes exploit this principle."}]} | |
| {"messages": [{"role": "user", "content": "Write Bernoulli’s equation and list the principal assumptions required for its validity."}, {"role": "assistant", "content": "Along a streamline, P + (1/2) ρ v² + ρ g h = constant. The principal assumptions are steady flow, incompressible fluid, inviscid flow, and that the equation is applied along a single streamline (or the flow is irrotational)."}]} | |
| {"messages": [{"role": "user", "content": "Explain atmospheric pressure from the weight of the air column, noting the role of variable density."}, {"role": "assistant", "content": "The pressure at sea level equals the weight of the entire air column above a unit area. Because air density varies with height, the integral ∫ ρ(z) g dz must be evaluated with the appropriate density profile; a simple constant-density approximation is only rough."}]} | |
| {"messages": [{"role": "user", "content": "Derive the buoyant force on a submerged object (Archimedes’ principle)."}, {"role": "assistant", "content": "The pressure on the bottom face of a submerged object exceeds the pressure on the top face by ρ_fluid g times the vertical extent of the object. Integrating over the surface yields a net upward force equal to the weight of the fluid displaced by the object."}]} | |
| {"messages": [{"role": "user", "content": "Derive Snell’s law from Fermat’s principle of least time."}, {"role": "assistant", "content": "Minimize the travel time t = √(x² + a²)/v1 + √((d − x)² + b²)/v2. Setting dt/dx = 0 yields (sin θ1)/v1 = (sin θ2)/v2, or equivalently n1 sin θ1 = n2 sin θ2, where n = c/v."}]} | |
| {"messages": [{"role": "user", "content": "State the laws of reflection and give a wavefront justification."}, {"role": "assistant", "content": "The angle of incidence equals the angle of reflection; the incident ray, the reflected ray and the surface normal are coplanar. Huygens’ construction shows that the reflected wavefront remains planar and the geometry forces the two angles to be equal."}]} | |
| {"messages": [{"role": "user", "content": "Write the lens-maker’s formula and the thin-lens equation."}, {"role": "assistant", "content": "The lens-maker’s formula for a thin lens in air is 1/f = (n − 1)(1/R1 − 1/R2). The thin-lens imaging equation is 1/s + 1/s′ = 1/f, where s and s′ are the object and image distances."}]} | |
| {"messages": [{"role": "user", "content": "Explain total internal reflection and the critical angle."}, {"role": "assistant", "content": "When light travels from a medium of higher refractive index n1 into a medium of lower index n2, and the angle of incidence exceeds the critical angle θ_c = arcsin(n2/n1), no refracted ray exists and essentially all of the energy is reflected."}]} | |
| {"messages": [{"role": "user", "content": "Explain what a plane mirror actually does to an image and correct the common “left–right reversal” description."}, {"role": "assistant", "content": "A plane mirror reverses the component of position along the surface normal (front–back reversal). It does not preferentially reverse left and right. The appearance of left–right exchange arises because we habitually rotate ourselves to face the same direction as our mirror image; the mirror itself performs a parity inversion along the optical axis."}]} | |
| {"messages": [{"role": "user", "content": "State the first law of thermodynamics in differential form and explain each term, including the sign convention."}, {"role": "assistant", "content": "In the common physics convention the first law reads dU = đQ − đW. Here dU is the exact differential of the internal energy (a state function); đQ and đW are inexact differentials representing heat added to the system and work done by the system, respectively."}]} | |
| {"messages": [{"role": "user", "content": "Define a quasi-static process and explain why the work is ∫ P dV only for such processes."}, {"role": "assistant", "content": "A quasi-static process proceeds through a continuous sequence of thermodynamic equilibrium states. Only then is the system pressure uniform and equal to the external pressure, allowing the work to be written as đW = P dV."}]} | |
| {"messages": [{"role": "user", "content": "Write the expression for the work done by an ideal gas in a reversible isothermal expansion."}, {"role": "assistant", "content": "For an ideal gas undergoing a reversible isothermal expansion, ΔU = 0, so Q = W. The work is W = n R T ln(Vf/Vi)."}]} | |
| {"messages": [{"role": "user", "content": "Explain the microscopic origin of temperature for an ideal gas."}, {"role": "assistant", "content": "From the kinetic theory of gases the average translational kinetic energy per molecule is (3/2) k T. Thus temperature is a direct measure of the average translational kinetic energy of the molecules."}]} | |
| {"messages": [{"role": "user", "content": "State the second law in the Kelvin–Planck and Clausius forms and indicate their equivalence."}, {"role": "assistant", "content": "Kelvin–Planck statement: it is impossible to construct a cyclic engine that converts heat completely into work with no other effect. Clausius statement: it is impossible to construct a cyclic device whose sole effect is the transfer of heat from a colder to a hotter body. The two statements are logically equivalent; violation of either implies violation of the other."}]} | |